Publications

Complete Publications List

2023:

1. Keywhan Chung, Phuong M. Cao, Zbigniew T. Kalbarczyk, Ravishankar K, Iyer.  stealthML: Data-driven Malware for Stealthy Data Exfiltration. In Proceedings of the International Conference on Cyber Security and Resilience (IEEE CSR). 2023.
2. Yang D, Harms JJ, Iyer RK, Arnold PM:  Synovial cysts at the cervico-thoracic junction:  Illustrative series of three cases.  Surg Neurol Intl, in press, 2023.
3. Haoran Qiu, Weichao Mao, Chen Wang, Hubertus Franke, Alaa Youssef, Zbigniew T. Kalbarczyk, Tamer Başar, Ravishankar K. Iyer (2023). AWARE: Automate Workload Autoscaling with Reinforcement Learning in Production Cloud Systems. In Proceedings of the 2023 USENIX Annual Technical Conference (ATC 2023).
4. Weichao Mao, Haoran Qiu, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, Tamer Ba¸sar. Multi-Agent Meta-Reinforcement Learning: Sharper Convergence Rates with Task Similarity. (NeurIPS 2023)
5. Haoran Qiu, Weichao Mao, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Tamer Ba¸sar, Ravishankar K. Iyer. On the Promise and Challenges of Foundation Models for Learningbased Cloud Systems Management. ML for Systems Workshop @NeurIPS 2023
6. Haoran Qiu, Linghao Zhang, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer. PARM: Adaptive Resource Allocation for Datacenter Power Capping. ML for Systems Workshop @NeurIPS 2023
7. Chang Hu, Krishnakant V Saboo, Ahmad H Ali, Brian D Juran, Konstantinos N Lazaridis, Ravishankar K Iyer. “REMEDI: REinforcement learning-driven adaptive MEtabolism modeling of primary sclerosing cholangitis DIsease progression.” Machine Learning for Health (ML4H). PMLR, 2023.
8. Chang Hu, Ravishankar K Iyer, Brian D Juran, Bryan M McCauley, Elizabeth J Atkinson, John E Eaton, Ahmad H Ali, Konstantinos N Lazaridis. “Predicting cholangiocarcinoma in primary sclerosing cholangitis: using artificial intelligence, clinical and laboratory data.” BMC gastroenterology 23.1 (2023): 1-13.

2022:

1. Zachary Stephens, Alejandro Ferrer, Lisa Boardman, Ravishankar K Iyer, Jean-Pierre A Kocher (2022). Telogator: a method for reporting chromosome-specific telomere lengths from long reads. Bioinformatics. doi:10.1093/bioinformatics/btac005
2. Archit Patke, Haoran Qiu, Saurabh Jha, Srikumar Venugopal, Michele Gazzetti, Christian Pinto, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer (2022).  Evaluating hardware memory disaggregation under delay and contention.  Proceedings of the 36th IEEE International Parallel & Distributed Processing Symposium Workshops (IPDPS-W) https://doi.org/10.1109/IPDPSW55747.2022.00210
3. Saurabh Jha, Yan Miao, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer.  (2021)  Watch out for the risky actors: Assessing risk in dynamic environments for safe driving.  In the Workshop on Machine Learning for Autonomous Driving colocated with NeurIPS. https://doi.org/10.48550/arXiv.2110.09998
4. Krishnakant Saboo, Chang Hu, Yogatheesan Varatharajah, Scott A. Przybelski, Robert I. Reid, Christopher G. Schwarz, Jonathan Graff-Radford, David S. Knopman, Mary M. Machulda, Michelle M. Mielke, Ronald C. Petersen, Paul M. Arnold, Gregory A. Worrell, David T. Jones, Clifford R. Jack Jr, Ravishankar K. Iyer, Prashanthi Vemuri.  Deep learning identifies brain structures that predict cognition and explain heterogeneity in cognitive aging.  NeuroImage.  https://doi.org/10.1016/j.neuroimage.2022.119020
5. Haoran Qiu, Weichao Mao, Archit Patke, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Tamer Başar, and Ravishankar K. Iyer. 2022. Reinforcement learning for resource management in multi-tenant serverless platforms. In Proceedings of the 2nd European Workshop on Machine Learning and Systems (EuroMLSys ’22). Association for Computing Machinery, New York, NY, USA, 20–28. https://doi.org/10.1145/3517207.3526971 
6. Haoran Qiu, Weichao Mao, Archit Patke, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Tamer Başar, Ravishankar K. Iyer (2022). SIMPPO: A Scalable and Incremental Online Learning Framework for Serverless Resource Management. In Proceedings of the 13th ACM Symposium on Cloud Computing (SoCC 2022).
7. Weichao Mao, Haoran Qiu, Chen Wang, Hubertus Franke, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, Tamer Başar (2022). A Mean-Field Game Approach to Cloud Resource Management with Function Approximation. In Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS 2022).

2021: 

1. Zachary Stephens, Dragana Milosevic, Benjamin Kipp, Stefan Grebe, Ravishankar K. Iyer, Jean-Pierre A. Kocher (2021).  PB-Motif—A Method for Identifying Gene/Pseudogene Rearrangements With Long Reads: An Application to CYP21A2 Genotyping. Frontiers in Genetics, 12:716586.  https://doi.org/10.3389/fgene.2021.716586
2. Bentolhoda Jafary, Saurabh Jha , Lance Fiondella, Ravishankar K. Iyer (2021). Data-driven Application-oriented Reliability Model of a High-Performance Computing System. IEEE Transactions on Reliability.
3. Yogatheesan Varatharajah, Brent Berry, Boney Joseph, Irena Balzekas, Tal Pal Attia, Vaclav Kremen, Benjamin Brinkmann, Ravishankar Iyer, Gregory Worrell (2021).  Characterizing the electrophysiological abnormalities in visually-reviewed normal EEGs of drug-resistant focal epilepsy patients. Brain Communications, fcab102. https://doi.org/10.1093/braincomms/fcab102
4. Paul M. Arnold, Andrew G. Webb, Ravishankar K. Iyer (2021). Commentary: Smoking is an independent risk factor for 90-day readmission and reoperation following posterior cervical decompression and fusion. Neurosurgery. https://doi.org/10.1093/neuros/nyab101
5. Subho S. Banerjee, Saurabh Jha, Zbigniew Kalbarczyk, Ravishankar K. Iyer. “BayesPerf: minimizing performance monitoring errors using Bayesian statistics,” ASPLOS 2021: Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems. April 2021.

2020:

1. Krishnakant Saboo, Amirhossein Shamsaddini, Mihir V. Iyer, Chang Hu, Andrew Fagan, Edith A. Gavis, Melanie B. White, Michael Fuchs, Douglas M. Heuman, Masoumeh Sikaroodi, Ravishankar K. Iyer, Patrick M. Gillevet, Jasmohan S. Bajaj (2020). Sex is associated with differences in gut microbial composition and function in hepatic encephalopathy. J Hepatol, S0168-8278(20)30457-8. https://doi.org/10.1016/j.jhep.2020.06.046
2. Guanpeng Li, Yiran Li, Saurabh Jha , T. Tsai, S. K. S. Hari, M. B. Sullivan, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer (2020). “AV-FUZZER: Finding safety violations in autonomous driving systems,” Proceedings of the IEEE International Conference on Software Reliability Engineering (ISSRE’20). **Best Paper Award**
3. Haoran Qiu, Subho Banerjee, Saurabh Jha , Zbigniew T. Kalbarczyk, Ravishankar K. Iyer (2020). “FIRM: An Intelligent Fine-grained Resource Management Framework for SLO-oriented Microservices,” Proceedings of the 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI).
4. Saurabh Jha , Shengkun Cui, Subho Banerjee, Tianyin Xu, Jeremy Enos, Mike Showerman, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer. Live Forensics for HPC Systems: A Case Study on Distributed Storage Systems,” Proceedings of the International Conference for High-Performance Computing, Networking, Storage and Analysis 2020 Nov 17 (SC 2020). **Best Paper Award and Best Student Paper Finalist**
5. Subho S Banerjee, Saurabh Jha , Zbigniew Kalbarczyk, Ravishankar K. Iyer. “Inductive Bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters,” Thirty-seventh International Conference on Machine Learning (ICML 2020).
6. S. Jha , S. Cui, S.S. Banerjee, J. Cyriac, T. Tsai, Z. T. Kalbarczyk, R. K. Iyer. “ML-driven Malware that Targets AV Safety,” 2020 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2020).
7. Rakesh Kumar, Saurabh Jha, Ashraf Mahgoub, Zbigniew T Kalbarczyk, Kramer William, Ravishankar K Iyer, Saurabh Bagchi. “The Mystery of the Failing Jobs: Insights from Operational Data from Two University-Wide Computing Systems,” 2020 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2020).
8. Krishnakant Saboo, Chang Hu, Yogatheesan Varatharajah, Ravishankar K Iyer. “Predicting longitudinal cognitive scores using baseline imaging and clinical variables,” IEEE International Symposium on Biomedical Imaging, 2020
9. Yuming Wu, Phuong Cao (University of Illinois at Urbana Champaign, USA); Alexander Withers (National Center for Supercomputing Application, USA); Zbigniew Kalbarczyk and Ravishankar Iyer. “Mining Threat Intelligence from Billion-scale SSH Brute-Force Attacks,” to appear in NDSS DISS 20
10. Hui Lin, Homa Alemzadeh, Zbigniew Kalbarczyk, Ravishankar Iyer. (2019) Challenges and Opportunities in Detection of Safety-Critical Cyber-Physical Attacks.  IEEE Computer. https://doi.org/10.1109/mc.2019.2915045
11. Saboo K, Shamsaddini A, Iyer MV, Hu C, Fagan A, Gavis EA, White MB, Fuchs M, Heuman DM, Sikaroodi M, Iyer RK, Gillevet PM, Bajaj JS. “Sex is Associated with Differences in Gut Microbial Composition and Function in Hepatic Encephalopathy,” Journal of Hepatology. July 2020.
12. Chen, J., Banerjee, S. S., Kalbarczyk, Z. T., & Iyer, R. K. “Machine Learning for Load Balancing in the Linux Kernel,” Proceedings of the 2020 ACM SIGOPS Asia-Pacific Workshop on Systems (pp. 67-74). Association for Computing Machinery. 2020.
13. Varatharajah Y, Berry B, Joseph B, Balzekas I, Kremen V, Brinkmann B, Worrell G, Iyer R. “Electrophysiological Correlates of Brain Health Help Diagnose Epilepsy and Lateralize Seizure Focus,” 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). 2020.
14. Saurabh Jha , Shengkun Cui, Subho Banerjee, Tianyin Xu, Jeremy Enos, Mike Showerman, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer (2020). “Live Forensics for HPC Systems: A Case Study on Distributed Storage Systems,” Proceedings of the International Conference for High-Performance Computing, Networking, Storage and Analysis (SC 2020).
15. Saurabh Jha, Archit Patke, Benjamin Lim, Jim Brandt, Ann Gentile, Greg Bauer, Mike Showerman, Larry Kaplan, Zbigniew Kalbarczyk, William T. Kramer, Ravishankar K. Iyer, “Measuring Congestion in High-Performance Datacenter Interconnects,” in 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI’20), Santa Clara, USA, 2020.

2019:

1. Saurabh Jha, Archit Patke, Jim Brandt, Ann Gentile, Mike Showerman, Eric Roman, Zbigniew Kalbarczyk, William T. Kramer, Ravishankar K. Iyer Iyer, “A Study of Network Congestion in Two Supercomputing High-Speed Interconnects”, in  26th IEEE Annual Symposium on High-Performance Interconnects (HOTI), Santa Clara, USA, 2019.
2. S. S. Banerjee, J. Cyriac, S. Jha, Z. T. Kalbarczyk, R. K. Iyer, “Towards a Bayesian Approach for Assessing Fault Tolerance of Deep Neural Networks” in 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), Portland, USA, 2019.
3. Yogatheesan Varatharajah, Vijay K. Ramanan, Ravishankar Iyer, Prashanthi Vemuri (2019). Predicting Short-term MCI-to-AD Progression Using Imaging, CSF, Genetic Factors, Cognitive Resilience, and Demographics. Scientific Reports, 9, 2235. https://doi.org/10.1038/s41598-019-38793-3
4. Ravishankar K. Iyer, Arjun P. Athreya, Liewei Wang, Richard M. Weinshilboum (2019). Artificial Intelligence and Pharmacogenomics; A timely synergy for individualizing medicine. Advances in Molecular Pathology, Volume 2(1), 111-118. https://doi.org/10.1016/j.yamp.2019.08.003
5. Jacob R. Heldenbrand, Saurabh Baheti, Matthew A. Bockol, Travis M. Drucker, Steven N. Hart, Matthew E. Hudson, Ravishankar K. Iyer, Michael Kalmbach, Katherine I Kendig, Eric W. Klee, Nathan R Mattson, Eric D. Wieben, Mathieu Wiepert, Derek E. Wildman, Liudmila S. Mainzer (2019). Recommendations for performance optimizations when using GATK3.8 and GATK4. BMC Bioinformatics, 20(1), 557:1-557:9.  https://doi.org/10.1186/s12859-019-3169-7
6. Jacob R. Heldenbrand, Saurabh Baheti, Matthew A. Bockol, Travis M. Drucker, Steven N. Hart, Matthew E. Hudson, Ravishankar K. Iyer, Michael T. Kalmbach, Katherine I. Kendig, Eric W. Klee, Nathan R. Mattson, Eric D. Wieben, Mathieu Wiepert, Derek E. Wildman, Liudmila S. Mainzer (2019). Correction to: Recommendations for performance optimizations when using GATK3.8 and GATK4. BMC Bioinformatics, 20(1), 722. https://doi.org/10.1186/s12859-019-3169-7
7. Michal T. Kucewicz, Krishnakant Saboo, Brent M. Berry, Vaclav Kremen, Laura R. Miller, Fatemeh Khadjevand, Cory S. Inman, Paul Wanda, Michael R. Sperling, Richard Gorniak, Kathryn A. Davis, Barbara C. Jobst, Bradley Lega, Sameer A. Sheth, Daniel S. Rizzuto, Ravishankar K. Iyer, Michael J. Kahana, Gregory A. Worrell, “Human verbal memory encoding is hierarchically distributed in a continuous processing stream,” Human processing stream for verbal memory encoding, pp. ENEURO.0214-18.2018, 2019. URL: http://www.eneuro.org/content/early/2019/01/22/ENEURO.0214-18.2018
8. S. S. Banerjee, Z. T. Kalbarczyk, and R. K. Iyer, “AcMC²: Accelerated Markov Chain Monte Carlo for Probabilistic Models,” in 24th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS’19), Providence, RI, USA, 2019.
9. P. M. Cao, Y. Wu, S. S. Banerjee, J. Azoff, A. Withers, Z. T. Kalbarczyk, and R. K. Iyer, “CAUDIT: Continuous Auditing of SSH Servers To Mitigate Brute-Force Attacks,” in 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI’19), Boston, MA, 2019. URL: https://www.usenix.org/conference/nsdi19/presentation/cao
10. Saurabh Jha, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, and others, “Holistic Measurement Driven System Assessment (HMDSA)”, ECP Annual Meeting 2019, Houston, Texas, Jan 14-18, 2019
11. Saurabh Jha, Subho Sankar Banerjee, Timothy Tsai, Siva Kumar Sastry Hari, Michael Sullivan, Zbigniew Kalbarczyk, Steve Kecler, Ravishankar K. Iyer, “ML-based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection”, to appear at the 49th IEEE/IFIP International Conference on Dependable Systems and Networks, Portland, Oregon, June 24-27, 2019
12. Saurabh, Jha; Formicola, Valerio; Bonnie, Amanda Marie; Mason, Michael A.; Chen, Daniel; Deng, Fei; Gentile, Ann; Brandt, Jim; Kaplan, Larry; Repik Jason; Enos, Jeremy; Showerman, Mike; Geiener Annette; Kalbarczyk, Zbigniew; Iyer, Ravishankar; Kramer, Bill, “Cielo Fault Injection Artifact 2016”, 2019, URL:  https://permalink.lanl.gov/object/tr?what=info:lanl-repo/lareport/LA-UR-19-22749
13. Keywhan Chung; Xiao Li; Peicheng Tang; Zeran Zhu; Zbigniew T. Kalbarczyk; Ravishankar K. Iyer, Thenkurussi Kesavadas, “Smart Malware Using Leaked Control Data of Robotic Applications: The Case of Raven-II Surgical Robots”, to appear at the 22nd International Symposium on Research In Attacks, Intrusions and Defenses (RAID 2019), Beijing, China, September 23-25, 2019.
14. Hui Lin, Zbigniew Kalbarczyk, Ravishankar Iyer (2019). RAINCOAT: Randomization of Network Communication in Power Grid Cyber Infrastructure to Mislead Attackers. IEEE Transactions on Smart Grid, 10(5), 4893-4906. https://doi.org/10.1109/TSG.2018.2870362
15. Saboo, Krishnakant V., Yogatheesan Varatharajah, Brent M. Berry, Michael R. Sperling, Richard Gorniak, Kathryn A. Davis, Barbara C. Jobst et al. “A Computationally Efficient Model for Predicting Successful Memory Encoding Using Machine-Learning-based EEG Channel Selection.” In 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), pp. 323-327. IEEE, 2019.
16. Varatharajah, Yogatheesan, Val J. Lowe, Scott A. Przybelski, Christopher G. Schwarz, Matthew L. Senjem, Michelle M. Mielke, David S. Knopman et al. “P4‐303: DISCOVERING SOURCES OF VARIABILITY IN AMYLOID DEPOSITION USING DATA‐DRIVEN ANALYSES.” Alzheimer’s & Dementia 15 (2019): P1406-P1407.
17. Varatharajah, Yogatheesan, Krishnakant Saboo, Ravishankar Iyer, Scott Przybelski, Christopher Schwarz, Ronald Petersen, Clifford Jack, and Prashanthi Vemuri. “A Joint Model for Predicting Structural and Functional Brain Health in Elderly Individuals.” In 2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 1657-1664. IEEE, 2019.
18. Krishnakant V. Saboo, Yogatheesan Varatharajah, Brent M. Berry, Vaclav Kremen, Michael R. Sperling, Kathryn A. Davis, Barbara C. Jobst, Robert E. Gross, Bradley Lega, Sameer A. Sheth, Gregory A. Worrell, Ravishankar K. Iyer, Michal T. Kucewicz (2019). Unsupervised machine-learning classification of electrophysiologically active electrodes during human cognitive task performance. Scientific Reports, 9(1). https://doi.org/10.1038/s41598-019-53925-5
19. Arjun P. Athreya, Drew Neavin, Tania Carrillo-Roa, Michelle Skime, Joanna Biernacka, Mark A. Frye, A. John Rush, Liewei Wang, Elisabeth B. Binder, Ravishankar K. Iyer, Richard M. Weinshilboum, William V. Bobo (2019). Pharmacogenomics-Driven Prediction of Antidepressant Treatment Outcomes: A Machine Learning Approach with Multi-Trial Replication. American Society for Clinical Pharmacology & Therapeutics (ASCPT). https://doi.org/10.1002/cpt.1482
20. Arjun Athreya, Ravishankar Iyer, Liewei Wang, Richard M. Weinshilboum, William V. Bobo (2019). Integration of machine learning and pharmacogenomic biomarkers for predicting response to antidepressant treatment: can computational intelligence be used to augment clinical assessments?. Pharmacogenomics, 20. https://doi.org/10.2217/pgs-2019-0119
21. K. Chung, Z. T. Kalbarczyk, R. K. Iyer, “Availability Attacks on Computing Systems through Alteration of Environmental Control: Smart Malware Approach.” in Proceedings of the International Conference on Cyber-Physical Systems (ICCPS ’19). IEEE/ACM, 2019.
22. K. Chung, P. Cao, Y. Wu, Z. T. Kalbarczyk, R. K. Iyer, A. Withers, “TRACTION: An Infrastructure for Trusted Alert sharing and Collaborative mitigation.” in Proceedings of the Symp. and Bootcamp on Hot Topics in the Science of Security (HoTSoS ’19). ACM, 2019.

2018:

1. Arjun Athreya, Ravishankar Iyer, Drew Neavin, Liewei Wang, Richard Weinshilboum, Rima Kaddurah-Daouk, John Rush, Mark Frye, and William Bobo, “Augmentation of Physician Assessments with Multi-Omics Enhances Predictability of Drug Response: A Case Study of Major Depressive Disorder,” IEEE Computational Intelligence Magazine, vol. 13, no. 3, pp. 20-31, 2018. URL: https://ieeexplore.ieee.org/document/8416980
2. Subho S. Banerjee, Saurabh Jha, James Cyriac, Zbigniew T. Kalbarczpk, and Ravishankar K. Iyer, “Hands Off the Wheel in Autonomous Vehicles? A Systems Perspective on over a Million Miles of Field Data,” 2018. URL: https://ieeexplore.ieee.org/document/8416518
3. Saurabh Jha, Valerio Formicola, Catello D. Martino, Mark Dalton, William T. Kramer, Zbigniew Kalbarczyk, and Ravishankar K. Iyer, “Resiliency of HPC Interconnects: A Case Study of Interconnect Failures and Recovery in Blue Waters,” IEEE Transactions on Dependable and Secure Computing, pp. 1-1, 2018. URL: https://ieeexplore.ieee.org/document/8006294
4. Hui Lin, Chen Chen, Jianhui Wang, Junjian Qi, Dong Jin, Zbigniew T. Kalbarczyk, and Ravishankar K. Iyer, “Self-Healing Attack-Resilient PMU Network for Power System Operation,” IEEE Transactions on Smart Grid, vol. 9, no. 3, pp. 1551-1565, 2018. URL: https://ieeexplore.ieee.org/document/7523444
5. Hui Lin, Adam Slagell, Zbigniew T. Kalbarczyk, Peter W. Sauer, and Ravishankar K. Iyer, “Runtime Semantic Security Analysis to Detect and Mitigate Control-Related Attacks in Power Grids,” IEEE Transactions on Smart Grid, vol. 9, no. 1, pp. 163-178, 2018. URL: https://ieeexplore.ieee.org/document/7442543
6. A. P. Athreya, D. Neavin et al., “Factor Graphs Identify Sex-Specific Antidepressant Reponse Profiles: Citalopram/Escitalopram as Molecular Probes for Subgroups of Major Depressive Disorder Patients,” in Annual Meeting of American Society of Clinical Pharmacology and Therapeutics, 2018. Video: https://www.youtube.com/watch?v=E92_2XYLW5g
7. S. S. Banerjee, A. P. Athreya, Z. Kalbarczyk, S. Lumetta, and R. K. Iyer, “A ML-based Runtime System for Executing Dataflow Graphs on Heterogeneous Processors,” presented at the Proceedings of the ACM Symposium on Cloud Computing, Carlsbad, CA, USA, 2018. URL: https://dl.acm.org/citation.cfm?id=3275474
8. S. Jha, S. S. Banerjee, J. Cyriac, Z. T. Kalbarczyk, and R. K. Iyer, “AVFI: Fault Injection for Autonomous Vehicles,” in 2018 48th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2018, pp. 55-56. URL: https://ieeexplore.ieee.org/document/8416212
9. S. Jha, J. Brandt, A. Gentile, Z. Kalbarczyk, and R. K. Iyer, “Characterizing Supercomputer Traffic Networks Through Link-Level Analysis,” in HPCMASPA 2018, Belfast, Northern Ireland, 2018. URL: https://www.researchgate.net/publication/326841442_Characterizing_Supercomputer_Traffic_Networks_Through_Link-Level_Analysis_Workshop_paper_HPCMASPA_2018
10. S. Jha, T. Tsai, S. K. S. Hari, M. Sullivan, Z. Kalbarczyk, S. W. Keckler, and R. Iyer, “Kayotee: A Fault Injection-based System to Assess the Safety and Reliability of Autonomous Vehicles to Faults and Errors,” in 3rd IEEE International Workshop on Automotive Reliability & Test (ART 2018), Phoenix, Arizona, USA, 2018. URL: https://research.nvidia.com/publication/2018-11_Kayotee%3A-A-Fault

2017:

1. Arjun P. Athreya, Subho S. Banerjee, Drew Neavin, Rima Kaddurah-Daouk, A. John Rush, Mark A. Frye, Liewei Wang, Richard M. Weinshilboum, William V. Bobo, Ravishankar K. Iyer, “Data-driven longitudinal modeling and prediction of symptom dynamics in major depressive disorder: Integrating factor graphs and learning methods,” in 2017 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB), 2017, pp. 1-9. URL: https://ieeexplore.ieee.org/document/8058559
2. Arjun P. Athreya, Krishna R. Kalari, Junmei Cairns, Alan J. Gaglio, Quin F. Wills, Nifang Niu, Richard Weinshilboum, Ravishankar K. Iyer, and Liewei Wang, “Model-based unsupervised learning informs metformin-induced cell-migration inhibition through an AMPK-independent mechanism in breast cancer,” Oncotarget, vol. 8, no. 16, pp. 27199-27215, 2017. URL: https://www.ncbi.nlm.nih.gov/pubmed/28423712
3. A. Athreya, Drew Neavin, Ditlev Monrad, Mark A. Frye, Michelle Skime, John Rush, Wayne Matson, Liewei Wang, Rima Kaddurah-Daouk, Ravishankar Iyer, Richard Weinshilboum, William V Bobo, “Prediction of Clinical Outcome After 4 and 8 Weeks of Citalopram/Escitalopram Therapy for Major Depression: A Data-Driven Machine Learning Approach,” in 2017 Annual Meeting of the Society of Biological Psychiatry, 2017. URL: http://ccbgm.illinois.edu/files/2017/06/Prediction-of-Clinical-Outcomes-after-SSRI-Therapy-Arjun-Paper.pdf
4. Subho S. Banerjee, Mohamed el-Hadedy, Jong B. Lim, Daniel Chen, Zbigniew T. Kalbarczyk, Deming Chen, and Ravishankar K. Iyer, “ASAP: Accelerated Short Read Alignment on Programmable Hardware (Abstract Only),” presented at the Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, Monterey, California, USA, 2017. URL: https://dl.acm.org/citation.cfm?id=3021796
5. Subho S. Banerjee, Mohamed el-Hadedy, Ching Y. Tan, Zbigniew T. Kalbarczyk, Steve Lumetta, and Ravishankar K. Iyer, “On accelerating pair-HMM computations in programmable hardware,” in 2017 27th International Conference on Field Programmable Logic and Applications (FPL), 2017, pp. 1-8. URL: https://ieeexplore.ieee.org/document/8056837
6. Michael Berry, Yogatheesan Varatharajah, Vaclav Křemen, Ravishankar Iyer, and Benjamin Brinkmann, “Unsupervised pathological brain identification method and apparatus using electrophysiologic biomarkers,” US, 2017.
7. Shuo Chen, Matt McCutchen, Phuong Cao, Shaz Qadeer, and Ravishankar K. Iyer, “SVAuth – A single-sign-on integration solution with runtime verification,” in 17th International Conference on Runtime Verification, RV 2017 vol. 10548 LNCS, S. Lahiri and G. Reger, Eds., ed: Springer Verlag, 2017, pp. 349-358. URL: https://experts.illinois.edu/en/publications/svauth-a-single-sign-on-integration-solution-with-runtime-verific
8. Bernard Lim, Daniel Chen, Yongkyu An, Zbigniew Kalbarczyk, and Ravishankar Iyer, “Attack Induced Common-Mode Failures on PLC-Based Safety System in a Nuclear Power Plant: Practical Experience Report,” in 2017 IEEE 22nd Pacific Rim International Symposium on Dependable Computing (PRDC), 2017, pp. 205-210. URL: https://ieeexplore.ieee.org/document/7920614
9. Catello D. Martino, Santonu Sarkar, Rajeshwari Ganesan, Zbigniew T. Kalbarczyk, and Ravishankar K. Iyer, “Analysis and Diagnosis of SLA Violations in a Production SaaS Cloud,” IEEE Transactions on Reliability, vol. 66, no. 1, pp. 54-75, 2017. URL: https://ieeexplore.ieee.org/document/7835304
10. Cuong Pham, Long Wang, Byung C. Tak, Salman Baset, Chunqiang Tang, Zbigniew Kalbarczyk, and Ravishankar K. Iyer, “Failure Diagnosis for Distributed Systems Using Targeted Fault Injection,” IEEE Transactions on Parallel and Distributed Systems, vol. 28, no. 2, pp. 503-516, 2017. URL: https://ieeexplore.ieee.org/document/7484300
11. Read Sprabery, Zachary J. Estrada, Zbigniew Kalbarczyk, Ravishankar Iyer, Rakesh B. Bobba, and Roy Campbell, “Trustworthy Services Built on Event-Based Probing for Layered Defense,” in 2017 IEEE International Conference on Cloud Engineering (IC2E), 2017, pp. 215-225. URL: https://ieeexplore.ieee.org/document/7923805
12. Zachary D. Stephens, Ravishankar K. Iyer, Chen Wang, and Jean-Pierre A. Kocher, “Unraveling complex local genomic rearrangements from long-read data,” in 2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2017, pp. 181-187. URL: https://ieeexplore.ieee.org/document/8217647
13. Rui Tan, Hoang H. Nguyen, Eddy Y. S. Foo, David K. Y. Yau, Zbigniew Kalbarczyk, Ravishankar K. Iyer, and Hoay B. Gooi, “Modeling and Mitigating Impact of False Data Injection Attacks on Automatic Generation Control,” IEEE Transactions on Information Forensics and Security, vol. 12, no. 7, pp. 1609-1624, 2017. URL: https://ieeexplore.ieee.org/document/7867825
14. Yogatheesan Varatharajah, Brent M. Berry, Zbigniew T. Kalbarczyk, Benjamin H. Brinkmann, Gregory A. Worrell, and Ravishankar K. Iyer, “Inter-ictal Seizure Onset Zone localization using unsupervised clustering and Bayesian Filtering,” in 2017 8th International IEEE/EMBS Conference on Neural Engineering (NER), 2017, pp. 533-539. URL: https://ieeexplore.ieee.org/document/8008407
15. Yogatheesan Varatharajah, Min J. Chong, Krishnakant Saboo, Brent Berry, Benjamin Brinkmann, Gregory Worrell, and Ravishankar Iyer, “EEG-GRAPH: A Factor-Graph-Based Model for Capturing Spatial, Temporal, and Observational Relationships in Electroencephalograms,” in Advances in Neural Information Processing Systems, 2017, pp. 5371-5380. URL: http://ccbgm.illinois.edu/files/2018/01/nips_poster_yoga.pdf
16. Yoga Varatharajah, Ravishankar K. Iyer, Brent M. Berry, Gregory A. Worrell, and Benjamin H. Brinkmann, “Seizure Forecasting and the Preictal State in Canine Epilepsy,” (in English), International Journal of Neural Systems, Conference Paper vol. 27, no. 1, 2017, Art. no. 1650046. URL: https://www.ncbi.nlm.nih.gov/pubmed/27464854
17. Valerio Formicola, Saurabh Jha, Daniel Chen, Fei Deng, Amanda Bonnie, Mike Mason, Jim Brandt, Ann Gentile, Larry Kaplan, Jason Repik, Jeremy Enos, Mike Showerman, Annette Greiner, Zbigniew Kalbarczyk, Ravishankar K. Iyer, William T. Kranner, Understanding Fault Scenarios and Impacts through Fault Injection Experiments in Cielo. Redmond, Washington: Cray User Group (CUG), 2017. URL: http://sjha8.web.engr.illinois.edu/publication/cielo_fi/
18. Saurabh Jha, Jim Brandt, Ann Gentile, Zbigniew Kalbarczyk, Greg Bauer, Jeremy Enos, Michael Showerman, Larry Kaplan, Brett Bode, Annette Greiner, Amanda Bonnie, Mike Mason, Ravishankar K. Iyer, William Kramer, “Holistic Measurement-Driven System Assessment,” in 2017 IEEE International Conference on Cluster Computing (CLUSTER), 2017, pp. 797-800. URL: https://ieeexplore.ieee.org/document/8049019
19. R. Iyer, P. A. Athreya, M. R. Weinshilboum, L. Wang, and V. W. Bobo, “ANALYTICS AND MACHINE LEARNING FRAMEWORK FOR ACTIONABLE INTELLIGENCE FROM CLINICAL AND OMICS DATA,” Patent 62/599,054 2017.
20.  S. S. Banerjee, A. P. Athreya, Y. Varatharajah, M. Aly, C. Tan, Z. Stephens, Z. Kalbarczyk, S. Lumetta, L. Wang, R. Weinshilboum, R. K. Iyer, “Bringing Innovations in Systems and Analytics to the Bedside: Design of the CompGen Machine,” in ISMB/EECB 2017, Prague, Czech Republic, 2017. URL: http://ssbaner2.web.engr.illinois.edu/publications/eccb2017/Paper.pdf
21. S. S. Banerjee, S. Lumetta, Z. T. Kalbarczyk, and R. K. Iyer., “Symphony: Leveraging Probabilistic Graphical Models to Schedule Taks to Clusters of Geterogeneous Processors,” presented at the ALSys 2017 (Colocated with SOSP 2017), Shanghai, China, 2017. Available: https://github.com/LearningSys/sosp17/blob/master/papers/18%5CCameraReadySubmission%5Csymphony.pdf

2016:

1. H. Alemzadeh, D. Chen, X. Li, T. Kesavadas, Z. T. Kalbarczyk, R. K. Iyer, “Targeted Attacks on Teleoperated Surgical Robots: Dynamic Model-based Detection and Mitigation,” Proc. 46th IEEE/IFIP Int. Conf. on Dependable Systems and Networks (DSN), 2016. URL: http://ieeexplore.ieee.org/document/7579758/
2. Tan Rui, Hoang Hai Nguyen, Eddy Foo, Xinshu Dong, David KY Yau, Zbigniew Kalbarczyk, Ravishankar K. Iyer, and Hoay Beng Gooi. “Optimal false data injection attack against automatic generation control in power grids.” In Proceedings of the 7th International Conference on Cyber-Physical Systems, p. 2. IEEE Press, 2016.
   URL: http://ieeexplore.ieee.org/document/7479109/?section=abstract
3. Cao Phuong, Eric C. Badger, Zbigniew T. Kalbarczyk, and Ravishankar K. Iyer. “A framework for generation, replay, and analysis of real-world attack variants.” In Proceedings of the Symposium and Bootcamp on the Science of Security, pp. 28-37. ACM, 2016.
   URL: http://dl.acm.org/citation.cfm?id=2898392
4. Lin Hui, Homa Alemzadeh, Daniel Chen, Zbigniew Kalbarczyk, and Ravishankar K. Iyer. “Safety-critical cyber-physical attacks: analysis, detection, and mitigation.” In Proceedings of the Symposium and Bootcamp on the Science of Security, pp. 82-89. ACM, 2016.
   URL: http://dl.acm.org/citation.cfm?id=2898391
5. Saurabh Jha, Valerio Formicola, Catello Di Martino, Zbigniew Kalbarczyk, William Kramer, Ravishankar K. Iyer, “Analysis of Gemini Interconnect Recovery Mechanisms: Methods and Observations,” Cray User Group, London, United Kingdom, May 8–12, 2016.
   URL: https://cug.org/proceedings/cug2016_proceedings/includes/files/pap167.pdf
6. Stephens Zachary D., Matthew E. Hudson, Liudmila S. Mainzer, Morgan Taschuk, Matthew R. Weber, and Ravishankar K. Iyer. “Simulating Next-Generation Sequencing Datasets from Empirical Mutation and Sequencing Models.” PloS one 11, no. 11 (2016): e0167047.
   URL: http://dx.doi.org/10.1371/journal.pone.0167047
7. Hong, Zhihao, Z. Kalbarczyk, and R. K. Iyer. “A Data-Driven Approach to Soil Moisture Collection and Prediction.” In Smart Computing (SMARTCOMP), 2016 IEEE International Conference on, pp. 1-6. IEEE, 2016. URL: http://ieeexplore.ieee.org/document/7501673/
8. Ghosh, Uttam, Xinshu Dong, Rui Tan, Zbigniew Kalbarczyk, David KY Yau, and Ravishankar K. Iyer. “A Simulation Study on Smart Grid Resilience under Software-Defined Networking Controller Failures.” In Proceedings of the 2nd ACM International Workshop on Cyber-Physical System Security, pp. 52-58. ACM, 2016.
   URL: http://dl.acm.org/citation.cfm?id=2899020
9. Banerjee Subho S., Arjun P. Athreya, Liudmila S. Mainzer, C. Victor Jongeneel, Wen-Mei Hwu, Zbigniew T. Kalbarczyk, and Ravishankar K. Iyer. “Efficient and Scalable Workflows for Genomic Analyses.” In Proceedings of the ACM International Workshop on Data-Intensive Distributed Computing, pp. 27-36. ACM, 2016.
   URL: http://dl.acm.org/citation.cfm?id=2912156
10. Chung Keywhan, Valerio Formicola, Zbigniew Kalbarczyk, Ravishankar Iyer, “Attacking Supercomputers through Targeted Alteration of Environmental Control: A Data Driven Case Study”, The IEEE International Workshop on Cyber-Physical Systems Security (CPS-Sec), held in conjunction with IEEE Conference on Communications and Network Security, 17-19 October 2016, Philadelphia, PA USA, in press
11. Li Xiao, Homa Alemzadeh, Daniel Chen, Zbigniew Kalbarczyk, Ravishankar K. Iyer, and Thenkurussi Kesavadas. “A hardware-in-the-loop simulator for safety training in robotic surgery.” In Intelligent Robots and Systems (IROS), 2016 IEEE/RSJ International Conference on, pp. 5291-5296. IEEE, 2016.
    URL: https://www.researchgate.net/publication/312241140_A_hardware-in-the-loop_simulator_for_safety_training_in_robotic_surgery
12. Z. Estrada, R. Sprabery, L. Yan, Z. Yu, R. Campbell, Z. Kalbarczyk, R.K. Iyer, “Using OS Design Patterns to Provide Reliability and Security-as-a-Service for VM-based Clouds,” ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments (VEE2017), in press.
13. Chung Keywhan, Charles A. Kamhoua, Kevin A. Kwiat, Zbigniew T. Kalbarczyk, and Ravishankar K. Iyer. “Game Theory with Learning for Cyber Security Monitoring.” In High Assurance Systems Engineering (HASE), 2016 IEEE 17th International Symposium on, pp. 1-8. IEEE, 2016. URL: http://ieeexplore.ieee.org/document/7423125/
14. Arjuin P. Athreya, Alan J. Gaglio, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, Junmei Cairns, Krishna R. Kalari, Richard M. Weinshilboum, and Liewei Wang, “Unsupervised single-cell analysis in triple-negative breast cancer: A case study,” in 2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2016, pp. 556-563. URL: https://ieeexplore.ieee.org/document/7822581
15. Arjuin P. Athreya, Kee Yuan Ngiam, Zhaojing Luo, E. Shyong Tai, Zbigniew Kalbarczyk, and Ravishankar K. Iyer, “Towards Longitudinal Analysis of a Population’s Electronic Health Records Using Factor Graphs,” in 2016 IEEE/ACM 3rd International Conference on Big Data Computing Applications and Technologies (BDCAT), 2016, pp. 79-86. URL: https://ieeexplore.ieee.org/document/7877053
16. Catello Di Martino, Zbigniew Kalbarczyk, and Ravishankar Iyer, “Measuring the Resiliency of Extreme-Scale Computing Environments,” in Principles of Performance and Reliability Modeling and Evaluation: Essays in Honor of Kishor Trivedi on his 70th Birthday, L. Fiondella and A. Puliafito, Eds. Cham: Springer International Publishing, 2016, pp. 609-655. URL: https://link.springer.com/chapter/10.1007/978-3-319-30599-8_24
17. Zachary D. Stephens, Matthew E. Hudson, Liudmila S. Mainzer, Morgan Taschuk, Matthew R. Weber, and Ravishankar K. Iyer, “Simulating Next-Generation Sequencing Datasets from Empirical Mutation and Sequencing Models,” PLOS ONE, vol. 11, no. 11, p. e0167047, 2016. URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0167047
18. Varun B. Krishna, Ravishankar K. Iyer, and William H. Sanders, “ARIMA-based modeling and validation of consumption readings in power grids,” in 10th International Conference on Critical Information Infrastructures Security, CRITIS 2015 9578, S. D. Wolthusen, S. D. Wolthusen, M. Theocharidou, and E. Rome, Eds., ed: Springer Verlag, 2016, pp. 199-210. URL: https://experts.illinois.edu/en/publications/arima-based-modeling-and-validation-of-consumption-readings-in-po
19. Varun B. Krishna, Kiryung Lee, Gabriel A. Weaver, Ravishankar K. Iyer, and William H. Sanders, “F-DETA: A Framework for Detecting Electricity Theft Attacks in Smart Grids,” in 2016 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), 2016, pp. 407-418. URL: https://ieeexplore.ieee.org/document/7579759

2015:

1. Alemzadeh Homa, Jaishankar Raman, Nancy Leveson, Zbigniew Kalbarczyk, and Ravishankar K. Iyer. “Adverse events in robotic surgery: a retrospective study of 14 years of FDA data.” PloS one 11, no. 4 (2016): e0151470. URL: https://arxiv.org/abs/1507.03518
2. Alemzadeh Homa, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Thenkurussi Kesavadas, Stephan Small, and Jai Raman. “Simulation-based Training for Safety Incidents: Lessons from Analysis of Adverse Events in Robotic Surgical Systems.” In American College of Surgeons’ 8th Annual Meeting of the Consortium of ACS-accredited Education Institutes. 2015. URL:
   https://www.researchgate.net/publication/280157951_Simulation-based_Training_for_Safety_Incidents_Lessons_from_Analysis_of_Adverse_Events_in_Robotic_Surgical_Systems
3. Zachary J. Estrada, Fei Deng, Zachary Stephens, Cuong Pham, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Performance comparison of and tuning of virtual machines for sequence alignment software,” Scalable Computing: Practice and Experience, vol. 16, no. 1, pp. 71–84, 2015. URL: http://www.scpe.org/index.php/scpe/article/view/1061
4. Long Wang, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Arun Iyengar, “VM-μCheckpoint: Design, modeling, and assessment of lightweight in-memory VM checkpointing,” IEEE Transactions on Dependable and Secure Computing, vol. 12, no. 2, pp. 243–255, 2015. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6824750
5. Xinshu Dong, Hui Lin, Rui Tan, Ravishankar K. Iyer, Zbigniew Kalbarczyk, “Software-defined networking for smart grid resilience: Opportunities and challenges,” Proceedings of the 1st ACM Workshop on Cyber-Physical System Security, CPSS ’15, pp. 61–68, URL: http://publish.illinois.edu/resilient-grid/files/2015/02/SDN-position-CPSS15.pdf Coordinated Science Laboratory Technical Report, UILU-ENG-15-2203, University of Illinois at Urbana-Champaign, Feb. 2015.
6. Homa Alemzadeh, Daniel Chen, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Xiao Li, Thenkurussi Kesavadas, Jaishankar Raman, “A software framework for simulation of safety hazards in robotic surgical systems,” Medical Cyber Physical Systems Workshop 2015, Hosted at CPSWeek, 13 Apr. 2015. URL: http://sigbed.seas.upenn.edu/archives/2015-11/MedicalCPS_2015_submission_3.pdf
7. Phuong Cao, Eric Badger, Zbigniew Kalbarczyk, Ravishankar Iyer, Adam Slagell, “Preemptive intrusion detection: Theoretical framework and real-world measurements,” Proceedings of the 2015 Symposium and Bootcamp on the Science of Security, HotSoS 2015, art. no. 5, 21–22 Apr. 2015. URL: http://dl.acm.org/citation.cfm?id=2746199
8. Phuong Cao, Eric C. Badger, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, Alexander Withers, Adam J. Slagell, “Towards an unified security testbed and security analytics framework,” Proceedings of the 2015 Symposium and Bootcamp on the Science of Security, HotSoS 2015, art. no. 24, 21–22 Apr. 2015. URL: http://dl.acm.org/citation.cfm?id=2746218
9. Qingkun Li, Homa Alemzadeh, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “A fault-tolerant hardware architecture for robust wearable heart rate monitoring,” Proceedings of the 9th International Conference on Pervasive Computing Technologies for Healthcare, Pervasive Health 2015, 20–23 May 2015. URL: http://web.engr.illinois.edu/~alemzad1/papers/Pervasive_15.pdf
10. Catello Di Martino, Saurabh Jha, William Kramer, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “LogDiver: A tool for measuring resilience of extreme-scale systems and applications,” Proceedings of the 5th Workshop on Fault Tolerance for HPC at eXtreme Scale, FTXS ’15, pp. 11–18, 15–19 June 2015. URL: http://dl.acm.org/citation.cfm?id=2751511
11. Catello Di Martino, Zbigniew Kalbarczyk, William Kramer, Ravishankar Iyer, “Measuring and understanding extreme-scale resilience: A field study of 5,000,000 HPC application runs,” Proceedings of the 45th IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2015, pp. 25–36, 22–25 June 2015. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7266835 ***Chosen as one of top three papers***
12. Zachary D. Stephens, Skylar Y. Lee, Faraz Faghri, Roy H. Campbell, Chengxiang Zhai, Miles J. Efron, Ravishankar Iyer, Michael C. Schatz, Saurabh Sinha, Gene E. Robinson, “Big data: Astronomical or genomical?” PLOS Biology, 13(7):e1002195, 7 July 2015. URL: http://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.1002195
13. Jacob Abraham, Ravishankar Iyer, Dimitris Gizopoulos, Dan Alexandrescu, Yervant Zorian, “The future of fault tolerant computing,” 2015 IEEE 21st International On-Line Testing Symposium, pp. 108–109, 6–8 July 2015. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7229841
14. Gary Wang, Zachary J. Estrada, Cuong Pham, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Hypervisor introspection: A technique for evading passive virtual machine monitoring,” 9th USENIX Workshop on Offensive Technologies, WOOT ’15, 10–11 Aug. 2015. URL: https://www.usenix.org/conference/woot15/workshop-program/presentation/wang
15. Zachary J. Estrada, Cuong Pham, Fei Deng, Lok Yan, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Dynamic VM dependability monitoring using hypervisor probes,” 2015 11th European Dependable Computing Conference (EDCC), pp. 61–72, 7–11 Sep. 2015. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7371955
16. Homa Alemzadeh, Daniel Chen, Andrew Lewis, Zbigniew Kalbarczyk, Jaishankar Raman, Nancy Leveson, Ravishankar Iyer, “Systems-theoretic safety assessment of robotic telesurgical systems,” Proceedings of the 34th International Conference on Computer Safety, Reliability, and Security, SAFECOMP 2015, pp. 213–227, 22–25 Sep. 2015. URL: http://link.springer.com/chapter/10.1007%2F978-3-319-24255-2_16
17. Varun Badrinath Krishna, Ravishankar K. Iyer, William H. Sanders, “ARIMA-based modeling and validation of consumption readings in power grids,” Proceedings of the 10th International Conference on Critical Information Infrastructures Security, CRITIS 2015, 5–7 Oct. 2015. ***CIPRNet Young CRITIS Award*** URL: https://www.perform.illinois.edu/Papers/USAN_papers/15BAD01.pdf
18. Saurabh Jha, Bingsheng He, Mian Lu, Xuntao Cheng, and Huynh Phung Huynh, “Improving main memory hash joins on Intel Xeon Phi processors: an experimental approach,” VLDB 2015, vol. 8, no. 6, pp. 642-653, 2015. URL: https://dl.acm.org/citation.cfm?id=2735704
19. Catello D. Martino, Saurabh Jha, William Kramer, Zbigniew Kalbarczyk, and Ravishankar K. Iyer, “LogDiver: A Tool for Measuring Resilience of Extreme-Scale Systems and Applications,” presented at the Proceedings of the 5th Workshop on Fault Tolerance for HPC at eXtreme Scale (HPDC’15), Portland, Oregon, USA, June 15-19, 2015. URL: https://dl.acm.org/citation.cfm?id=2751511

2014:

1. Zachary J. Estrada, Zachary Stephens, Cuong Pham, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “A performance evaluation of sequence alignment software in virtualized environments,” 1st International Workshop on Cloud for Bio (C4Bio), in conjunction with the 2014 14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing,  pp. 730–737, 26–29 May 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6846525
2. Homa Alemzadeh, Raymond Hoagland, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Automated classification of computer-based medical device recalls: An application of natural language processing and statistical learning,” 2014 IEEE 27th International Symposium on Computer-Based Medical Systems (CBMS), pp. 553–554, 27–29 May 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6881970
3. Catello Di Martino, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Geetika Goel, Santonu Sarkar, Rajeshwari Ganesan, “Characterization of operational failures from a business data processing SaaS platform,” Companion Proceedings of the 36th International Conference on Software Engineering, ICSE 2014, Hyderabad, India, pp. 195–204, 31 May–7 June 2014.
4. Catello Di Martino, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Fabio Baccanico, Joseph Fullop, William Kramer, “Lessons learned from the failure analysis of a petascale system: The case of Blue Waters,” Proceedings of the 2014 44th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2014, Atlanta, GA, USA, pp. 610–621, 23–26 June 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6903615
5. Cuong Pham, Zachary Estrada, Phuong Cao, Zbigniew Kalbarczyk, Ravishankar Iyer, “Reliability and security monitoring of virtual machines using hardware architectural invariants,” Proceedings of the 2014 44th Annual IEEE/FPIP International Conference on Dependable Systems and Networks, DSN 2014, pp. 13–24, 23–26 June 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6903563 ***Best Paper Award and William C. Carter Award***
6. Gary Wang, Zachary Estrada, Cuong Pham, Zbigniew Kalbarczyk, Ravishankar Iyer, “Hypervisor introspection: Exploiting timing side-channels against VM monitoring,” 44th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2014, Fast Abstract, 23–26 June 2014. URL: http://assured-cloud-computing.illinois.edu/files/2015/08/Hypervisor-Introspection-Exploiting-Timing-Side-channels-against-VM-Monitoring.pdf
7. R. Ramamurthy, Z. Estrada, C. Pham, Z. Kalbarczyk, R. Iyer, “Designing a performance isolation benchmark for virtualized systems,” 44th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2014, Fast Abstract, 23–26 June 2014.
8. Kuan-Yu Tseng, Dao Lu, Zbigniew Kalbarczyk, Ravishankar Iyer, “AHEMS: Asynchronous Hardware-Enforced Memory Safety,” 2014 17th Euromicro Conference on Digital System Design (DSD), pp. 183–190, 27–29 Aug. 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6927243
9. Cuong Pham, Zachary J. Estrada, Phuong Cao, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Building reliable and secure virtual machines using architectural invariants,” IEEE Security & Privacy, vol. 12, no. 5, pp. 82–85, Sep–Oct. 2014. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6924639
10. Cuong M. Pham, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Victor Dogaru, Rohit Wagle, Chitra Venkatramani, “An evaluation of ZooKeeper for high availability in system S,” Proceedings of the 5th ACM/SPEC International Conference on Performance Engineering, ICPE ‘14, pp. 209–217, 2014. URL: http://assured-cloud-computing.illinois.edu/files/2015/08/An-Evaluation-of-ZooKeeper-for-High-Availability-in-System-S.pdf

2013:

1. S. Y. Lee, B. J. Fischman, S. S. Lumetta, Z. Kalbarczyk, R. Iyer, “Analysis of the Impact of Sequencing Errors on BLAST Using Fault Injection,” 5th International Conference on Bioinformatics and Computational Biology 2013, BICoB 2013, pp. 171–176, 4–6 Mar. 2013.
2. Keun Soo Yim, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Pluggable watchdog: Transparent failure detection for MPI programs,” 2013 IEEE 27th International Symposium on Parallel & Distributed Processing, pp. 489–500, 20–24 May 2013. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6569836
3. Cuong Pham, Qingkun Li, Zachary Estrada, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “A simulation framework to evaluate virtual CPU scheduling algorithms,” The First International Workshop on Resource Management of Cloud Computing (CCRM) 2013 Workshop, 2013 IEEE 33rd International Conference on Distributed Computing Systems Workshops, pp. 138–143, 8–11 July 2013. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6679877
4. Homa Alemzadeh, Ravishankar K. Iyer, Zbigniew Kalbarczyk, Jai Raman, “Analysis of safety-critical computer failures in medical devices,” IEEE Security & Privacy, vol. 11, no. 4, pp. 14–26, July–Aug. 2013. URL: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6509886
5. Karthik Pattabiraman, Nithin M. Nakka, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, “SymPLFIED: Symbolic Program-Level Fault Injection and Error Detection Framework,” IEEE Transactions on Computers, vol. 62, no. 11, pp. 2292–2307, 2013. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6296658
6. Homa Alemzadeh, Jai Raman, Nancy Leveson, and Ravishankar K. Iyer, “Safety implications of robotic surgery: A study of 13 years of FDA data on da Vinci surgical systems,” CSL Technical Report, UILU-ENG-13-2208, Nov. 2013.
   J. Maxwell Chamberlain Memorial Paper in Adult Cardiac Surgery, Presented at the 50th Annual Meeting of the Society of Thoracic Surgeons (STS), Orlando, FL, Jan. 2014, Featured in The Wall Street Journal, “Report Raises Concerns on Robotic Surgery Device,” 8 Nov. 2013.
7. Hui Lin, Adam Slagell, Zbigniew Kalbarczyk, Peter W. Sauer, Ravishankar K. Iyer, “Semantic security analysis of SCADA networks to detect malicious control commands in power grids,” Proceedings of the 1st ACM Workshop on Smart Energy Grid Security, pp. 29–34, 2013. URL: http://dl.acm.org/citation.cfm?id=2516947
8. Tejaswi Agarwal, Saurabh Jha, and B. Rajesh Kanna, “P-HGRMS: A Parallel Hypergraph Based Root Mean Square Algorithm for Image Denoising,” presented at the HPDC 2013, New York City, NY, July 17-21 2013, 2013. URL: http://arxiv.org/abs/1306.5390
9. Saurabh Jha, T. Agarwal, and B. R. Kanna, “Exploiting data parallelism in the yConvex hypergraph algorithm for image representation using GPGPUs,” presented at the Proceedings of the 27th international ACM conference on International conference on supercomputing, Eugene, Oregon, USA, 2013. URL: https://arxiv.org/abs/1307.2560

2012:

1. Keun Soo Yim, Valentin Sidea, Zbigniew Kalbarczyk, Deming Chen, Ravishankar K. Iyer, “A fault-tolerant programmable voter for software-based N-modular redundancy,” 2012 IEEE Aerospace Conference, pp. 1–20, 3–10 Mar. 2012. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6187253&isnumber=6186985%0b
2. Kuan-Yu Tseng, Daniel Chen, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Characterization of the error resiliency of power grid substation devices,”  Proceedings of the 2012 42nd Annual IEEE/IFIP International Conference on Dependable Systems & Networks (DSN), 2012. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6263924
3. Cuong Pham, Phuong Cao, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Toward a high availability cloud: Techniques and challenges,” Proceedings of the 2nd International Workshop on Dependability of Clouds, Data Centers and Virtual Machine Technology (DCDV2012), in conjunction with DSN 2012. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6264687
4. Homa Alemzadeh, Catello Di Martino, Zhanpeng Jin, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, “Towards resiliency in embedded medical monitoring devices,” Workshop on Open Resilient Human-Aware Cyber-Physical Systems, in conjunction with DSN 2012. URL: ieeexplore.ieee.org/stamp/stamp.jsp
5. So Youn Lee, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Analysis of biological sequencing errors using fault injection,” 2012 IEEE/IFIP 42nd International Conference on Dependable Systems & Networks (DSN), 2012.

2011:

1. Karthik Pattabiraman, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, “Automated derivation of application-aware error detectors using static analysis: The Trusted Illiac approach,” IEEE Transactions on Dependable and Secure Computing, vol. 8, no. 1, pp. 44–57, Jan.–Feb. 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5089331&isnumber=5639109
2. Homa Alemzadeh, Mushfiq U. Saleheen, Zhanpeng Jin, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “RMED: A reconfigurable architecture for embedded medical monitoring,” 2011 IEEE/NIH Life Science Systems and Applications Workshop (LiSSA), pp. 112–115, 7–8 Apr. 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5754169&isnumber=5754138
3. Keun Soo Yim, Cuong Pham, Mushfiq Saleheen, Zbigniew Kalbarczyk, Ravishankar Iyer, “Hauberk: Lightweight silent data corruption error detector for GPGPU,” Proceedings of the IEEE International Parallel and Distributed Processing Symposium (IPDPS), pp. 287–300, 16–20 May 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6012845
4. Keun Soo Yim, Ravishankar Iyer, “A codesigned fault tolerance system for heterogeneous many-core processors,” 2011 IEEE International Parallel and Distributed Processing Symposium (IPDPS), pp. 2053–2056, 16–20 May 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6009088&isnumber=6008799
5. Antonio Pecchia, Domenico Cotroneo, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Improving log-based field failure data analysis of multi-node computing systems,” Proceedings of the 2011 IEEE/IFIP 41st International Conference on Dependable Systems & Networks (DSN), pp. 97–108, 27–30 June 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5958210&isnumber=5958196
6. Gabriela Jacques-Silva, Zbigniew Kalbarczyk, Bugra Gedik, Henrique Andrade, Kun-Lung Wu, Ravishankar K. Iyer, “Modeling stream processing applications for dependability evaluation,” Proceedings of the 2011 IEEE/IFIP 41st International Conference on Dependable Systems & Networks (DSN), pp. 430–441, 27–30 June 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5958256&isnumber=5958196 ***William C. Carter Best Paper Award***
7. Cuong Pham, Daniel Chen, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “CloudVal: A framework for validation of virtualization environment in cloud infrastructure,” Proceedings of the 2011 IEEE/IFIP 41st International Conference on Dependable Systems & Networks (DSN), pp. 189–196, 27–30 June 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5958218&isnumber=5958196
8. Saman A. Zonouz, Aashish Sharma, HariGovind V. Ramasamy, Zbigniew T. Kalbarczyk, Birgit Pfitzmann, Kevin McAuliffe, Ravishankar K. Iyer, William H. Sanders, Eric Cope, “Managing business health in the presence of malicious attacks,” Proceedings of the 2011 IEEE/IFIP 41st International Conference on Dependable Systems and Networks Workshops (DSN-W), pp. 9–14, 27–30 June 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5958856&isnumber=5958780
9. A. Sharma, Z. Kalbarczyk, J. Barlow, R. Iyer, “Analysis of security data from a large computing organization,” Proceedings of the 2011 IEEE/IFIP 41st International Conference on Dependable Systems & Networks (DSN), pp. 506–517, 27–30 June 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5958263&isnumber=5958196
10. Antonio Pecchia, Aashish Sharma, Zbigniew Kalbarczyk, Domenico Cotroneo, Ravishankar K. Iyer, “Identifying compromised users in shared computing infrastructures: A data-driven Bayesian network approach,” Proceedings of the 2011 30th IEEE Symposium on Reliable Distributed Systems (SRDS), pp. 127–136, 4–7 Oct. 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6076770&isnumber=6076749
11. Homa Alemzadeh, Zhanpeng Jin, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “An embedded reconfigurable architecture for patient-specific multi-paramater medical monitoring,” 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 1896–1900, Aug. 30 2011–Sep. 3 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6090537&isnumber=6089866
12. Karthik Pattabiraman, Giacinto Paolo Saggese, Daniel Chen, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, “Automated derivation of application-specific error detectors using dynamic analysis,” IEEE Transactions on Dependable and Secure Computing, vol. 8, no. 5, pp. 640–655, Sep.–Oct. 2011. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5467091&isnumber=5954680
13. Keun Soo Yim, David Hreczany, and Ravishankar K. Iyer, “HTAF: Hybrid testing automation framework to leverage local and global computing resources,” Proceedings of the 2011 International Conference on Computational Science and Its Applications—Volume Part III (ICCSA’11), Vol. 6784 Part III, Beniamino Murgante, Osvaldo Gervasi, Andrés Iglesias, David Taniar, Bernady O. Apduhan, eds., Springer-Verlag, Berlin, Heidelberg, Germany, pp. 479–494, 2011. URL: http://www.springerlink.com/content/t573h61830058367/
14. Gabriela Jacques-Silva, Buğra Gedik, Henrique Andrade, Kun-Lung Wu, Ravishankar K. Iyer, “Fault injection-based assessment of partial fault tolerance in stream processing applications,” Proceedings of the 5th ACM International Conference on Distributed Event-Based System, DEBS ’11, pp. 231–242, 2011. URL: http://dl.acm.org/citation.cfm?doid=2002259.2002292 ***Best Paper Award***

2010:

1. Hock Beng Lim, Di Ma, Bang Wang, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Kenneth L. Watkin, “A soldier health monitoring system for military applications,” Proceedings of the 2010 International Conference on Body Sensor Networks, pp. 246–249, 7–9 June 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5504762&isnumber=5504718
2. Keun Soo Yim, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Measurement-based analysis of fault and error sensitivities of dynamic memory,”  Proceedings of the 2010 IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), pp. 431–436, 28 June–1 July 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5544287&isnumber=5544245
3. Jean Arlat, Cristian Constantinescu, Ravishankar K. Iyer, Johan Karlsson, Michael Nicolaïdis, “Fourth Workshop on Dependable and Secure Nanocomputing,” Proceedings of the 2010 IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), pp. 619–620, 28 June–1 July 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5544423
4. Long Wang, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Arun Iyengar, “Checkpointing virtual machines against transient errors,” 2010 IEEE 16th International On-Line Testing Symposium, pp. 97–102, 5–7 July 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5560226&isnumber=5560185
5. A. Sharma, Z. Kalbarczyk, R. Iyer, J. Barlow, “Analysis of credential stealing attacks in an open networked environment,” 2010 4th International Conference on Network and System Security, NSS 2010, pp. 144–151, 1–3 Sep. 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5635533
6. Mushfiq U. Saleheen, Homa Alemzadeh, Ajay M. Cheriyan, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “An efficient embedded hardware for high accuracy detection of epileptic seizures,” 2010 3rd International Conference on Biomedical Engineering and Informatics, BMEI 2010, vol. 5, pp. 1889–1896, 16–18 Oct. 2010. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5639541&isnumber=5639239
7. Ravishankar K. Iyer, Nithin Nakka, Weining Gu, Zbigniew Kalbarczyk, “Fault injection,” Encyclopedia of Software Engineering, 10 Nov. 2010. URL: http://www.tandfonline.com/doi/abs/10.1081/E-ESE-120044235#.Vj0ZEk2FOM8

2009: 

1. Ajay M. Cheriyan, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Albert O. Jarvi, Tanya M. Gallagher, Kenneth L. Watkin, “Pervasive embedded real time monitoring of EEG & SpO2,” 3rd International Conference on Pervasive Computing Technologies for Healthcare, 2009, PervasiveHealth 2009, pp. 1–4, 1–3 Apr. 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5191153&isnumber=5191145
2. Ajay M. Cheriyan, A. O. Jarvi, Zbigniew Kalbarczyk, T. M. Gallagher, Ravishankar K. Iyer, Kenneth L. Watkin, “Pervasive embedded systems for detection of traumatic brain injury,” Proceedings of the IEEE International Conference on Multimedia and Expo, ICME 2009, pp. 1704–1707, 28 June–3 July 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5202849&isnumber=5202415
3. Nikhil Pandit, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Effectiveness of machine checks for error diagnostics,” Proceedings of the 2009 IEEE/IFIP International Conference on Dependable Systems & Networks, DSN’09, pp. 578–583, 29 June–2 July 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5270290&isnumber=5270274
   
4. Galen Lyle, Shelley Chen, Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar Iyer, “An end-to-end approach for the automatic derivation of application-aware error detectors,” Proceedings of the 2009 IEEE/IFIP International Conference on Dependable Systems & Networks, DSN’09, pp. 584–589, 29 June–2 July 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5270291&isnumber=5270274
5. Keun Soo Yim, Zbigniew T. Kalbarczyk, Ravishankar K. Iyer, “Quantitative analysis of long latency failures in system software,” Proceedings of the 15th IEEE Pacific Rim International Symposium on Dependable Computing, PRDC ’09, pp. 23–30, 16–18 Nov. 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5368231&isnumber=5368188
6. Ajay Mathews Cheriyan, Albert Jarvi, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Kenneth L. Watkin, “Pervasive real-time biomedical monitoring system,” International Conference on Biomedical and Pharmaceutical Engineering, 2009, ICBPE ’09, pp. 1–8, 2–4 Dec. 2009. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5384101&isnumber=5384059
7. Karthik Pattabiraman, Nithin Nakka, Zbigniew Kalbarczyk, Ravishankar Iyer, “Discovering application-level insider attacks using symbolic execution,” 24th IFIP International Information Security Conference, SEC 2009, pp. 63–75, 2009. URL: http://link.springer.com/chapter/10.1007%2F978-3-642-01244-0_6

2008: 

1. Jean Arlat, Cristian Constantinescu, Ravishankar K. Iyer, Michael Nicolaïdis, “Second workshop on dependable and secure nanocomputing,” IEEE International Conference on Dependable Systems & Networks With FTCS and DCC, DSN 2008, pp. 546–547, 24–27 June 2008. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4630127&isnumber=4630050
   
2. Karthik Pattabiraman, Nithin Nakka, Zbigniew Kalbarczyk, Ravishankar Iyer, “SymPLFIED: Symbolic program-level fault injection and error detection framework,” Proceedings of the IEEE International Conference on Dependable Systems & Networks With FTCS and DCC, DSN 2008, pp. 472–481, 24–27 June 2008. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4630118&isnumber=4630050&tag=1 ***William C. Carter Best Paper Award***
3. Paul Dabrowski, William Healey, Karthik Pattabiraman, Shelley Chen, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Hardware Implementation of Information Flow Signatures Derived via Program Analysis,” 2nd Workshop on Dependable and Secure Nanocomputing, WDSN, Anchorage, AK, 27 June 2008. URL: http://webhost.laas.fr/TSF/WDSN08/2ndWDSN08(LAAS)_files/Texts/WDSN08-07-Dabrowski.pdf
4. Long Wang, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Formalizing system behavior for evaluating a system hang detector,” IEEE Symposium on Reliable Distributed Systems, 2008, SRDS ’08, pp. 269–278, 6–8 Oct. 2008. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4690821&isnumber=4690785
5. Subhasish Mitra, Ravishankar K. Iyer, Kishor Trivedi, James W. Tschanz, “Reliable system design: Models, metrics and design techniques,” IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2008, p. xi, 10–13 Nov. 2008. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4681534&isnumber=4681527
   
6. Daniel Chen, Gabriela Jacques-Silva, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Bruce Mealey, “Error behavior comparison of multiple computing systems: A case study using Linux on Pentium, Solaris on SPARC, and AIX on POWER,” 2008 14th IEEE Pacific Rim International Symposium on Dependable Computing, PRDC ’08, pp. 339–346, 15–17 Dec. 2008. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4725314&isnumber=4725264
7. Ravishankar K. Iyer, Zbigniew Kalbarczyk, Weining Gu, “Benchmarking the operating system against faults impacting operating system functions,” Dependability Benchmarking for Computer Systems, Karama Kanoun, Lisa Spainhower, eds., Wiley, Hoboken, NJ, pp. 311–339, 2008. URL: http://onlinelibrary.wiley.com/doi/10.1002/9780470370506.ch15/pdf
8. Ravishankar K. Iyer, Paul Dabrowski, Nithin Nakka, Zbigniew Kalbarczyk, “Reconfigurable tamper-resistant hardware support against insider threats: The Trusted ILLIAC approach,” Insider Attack and Cyber Security: Beyond the Hacker, Salvatore J. Stolfo, Steven M. Bellovin, Shlomo Hershkop, Angelos Keromytis, Sara Sinclair, Sean W. Smith, eds., Springer-Verlag, pp. 133–152, 2008. URL: http://link.springer.com/chapter/10.1007%2F978-0-387-77322-3_8

2007:

1. Claudio Basile, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Inner-circle consistency for wireless ad hoc networks,” IEEE Transactions on Mobile Computing, vol. 6, no. 1, pp. 39–55, Jan. 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4016531&isnumber=4016524
2. Ravishankar K. Iyer, Zbigniew Kalbarczyk, Karthik Pattabiraman, William Healey, Wen-Mei W. Hwu, Peter Klemperer, Reza Farivar, “Toward application-aware security and reliability,” IEEE Security & Privacy, vol. 5, no. 1, pp. 57–62, Jan.–Feb. 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4085595&isnumber=4085579
3. K. Pattabiraman, Z. Kalbarczyk, R. Iyer, “Critical variable recomputation for transient error detection,” Workshop on System-Effects of Logic Soft Errors (SELSE), Austin, TX, Apr. 2007.
4. Marcello Cinque, Domenico Cotroneo, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “How do mobile phones fail? A failure data analysis of Symbian OS smart phones,” Proceedings of the 37th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN’07, pp. 585–594, 25–28 June 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4273009&isnumber=4272935
   
5. Nithin Nakka, Karthik Pattabiraman, Ravishankar Iyer, R, “Processor-level selective replication,” Proceedings of the 37th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN’07, pp. 544–553, 25–28 June 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4273005&isnumber=4272935
6. Jean Arlat, Ravishankar K. Iyer, Michael Nicolaïdis, “Workshop on Dependable and Secure Nanocomputing,” Proceedings of the 37th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2007, pp. 809–810, 25–28 June 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=4273037
7. Peter Klemperer, Shelley Chen, Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “FPGA hardware implementation of statically-derived application-aware error detectors,” Workshop on Dependable and Secure Nano-Computing (WDSN), Edinburgh, Scotland, June 2007.
8. Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Automated derivation of application-aware error detectors using static analysis,” 13th IEEE International On-Line Testing Symposium, IOLTS 2007, pp. 211–216, 8–11 July 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4274853&isnumber=4274803
9. Ravishankar K. Iyer, “TRUSTED ILLIAC: A configurable hardware framework for a trusted computing base,” 10th IEEE High Assurance Systems Engineering Symposium, HASE ’07, p. 3, 14–16 Nov. 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4404721&isnumber=4404712
10. Long Wang, Zbigniew Kalbarczyk, Weining Gu, Ravishankar K. Iyer, “Reliability MicroKernel: Providing application-aware reliability in the OS,” IEEE Transactions on Reliability, vol. 56, no. 4, pp. 597–614, Dec. 2007. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4378410&isnumber=4384598
    
11. M. Kaâniche, L. Romano, Z. Kalbarczyk, R. Iyer, R. Karcich, “A hierarchical approach for dependability analysis of a commercial cache-based RAID storage architecture,” Twenty-Eighth Annual International Symposium on Fault-Tolerant Computing, pp. 6–15, 2007.

2006:

1. Ravishankar K. Iyer, “Editorial: Dependability and security–Looking forward to 2006,” IEEE Transactions on Dependable and Secure Computing, vol. 3, no. 1, p. 1, Jan.–Mar. 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1593582&isnumber=33540
2. Shuo Chen, Jun Xu, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Security vulnerabilities: From analysis to detection and masking techniques,” Proceedings of the IEEE, vol. 94, no. 2, pp. 407–418, Feb. 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1580509&isnumber=33381
3. Claudio Basile, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Active replication of multithreaded applications,” IEEE Transactions on Parallel and Distributed Systems, vol. 17, no. 5, pp. 448–465, May 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1613853&isnumber=33878
4. Claudio Basile, Meeta Gupta, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “An approach for detecting and distinguishing errors versus attacks in sensor networks,” Proceedings of the 2006 International Conference on Dependable Systems and Networks, DSN’06, pp. 473–484, 25–28 June 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1633536&isnumber=34248
5. Ravishankar K. Iyer, “Application-aware reliability and security: The Trusted ILLIAC approach,” Fifth IEEE International Symposium on Network Computing and Applications, NCA’06, p. 6, 24–26 July 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1659469&isnumber=34749
6. K. Pattabiraman, G. P. Saggese, D. Chen, Z. Kalbarczyk, R. K. Iyer, “Dynamic derivation of application-specific error detectors and their implementation in hardware,” Proceedings of the Sixth European Dependable Computing Conference, EDCC’06, pp. 97–108, 18–20 Oct. 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4020839&isnumber=4020816
7. Long Wang, Zbigniew Kalbarczyk, Weining Gu, Ravishankar K. Iyer, “An OS-level framework for providing application-aware reliability,” 12th Pacific Rim International Symposium on Dependable Computing, 2006, PRDC’06, pp. 55–62, Dec. 2006. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4041888&isnumber=4041875
8. N. Nakka, K. Pattabiraman, Z. Kalbarczyk and R. Iyer, “Processor-level selective replication,” Workshop on System-Effects of Logic Soft Errors, SELSE, 2006.
9. Ravishankar K. Iyer, “Security vulnerabilities: From measurements to design,” Proceedings of the 2006 ACM Symposium on Information, Computer and Communications Security, ASIACCS ’06, ACM, New York, NY, p. 15, 2006. URL: http://dl.acm.org/citation.cfm?doid=1128817.1128823

2005:

1. Ravishankar K. Iyer, “Editorial: State of the Journal Address,” IEEE Transactions on Dependable and Secure Computing, vol. 2, no. 1, p. 1, Jan.-Mar. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1416860&isnumber=30659
2. K. Pattabiraman, G. P. Saggesse, D. Chen, Z. Kalbarczyk, R. K. Iyer, “Automated derivation and hardware implementation of application-specific error detectors,” Workshop on High Performance Computing Reliability Issues (HPCR1), 12–16 Feb. 2005.
3. Zbigniew Kalbarczyk, Ravishankar K. Iyer, Long Wang, “Application fault tolerance with Armor middleware,” IEEE Internet Computing, vol. 9, no. 2, pp. 28–37, Mar.–Apr. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1405971&isnumber=30490
4. Vikram S. Adve, Adnan Agbaria, Matti A. Hiltunen, Ravishankar K. Iyer, Kaustubh R. Joshi, Zbigniew Kalbarczyk, Ryan M. Lefever, Raymond Plante, William H. Sanders, Richard D. Schlichting, “A compiler-enabled model- and measurement-driven adaptation environment for dependability and performance,” Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium, IPDPS’05, 8 pp., 4–8 Apr. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1420134&isnumber=30685
5. Nithin Nakka, Giacinto Paolo Saggese, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “An architectural framework for detecting process hangs/crashes,” Proceedings of the 5th European Dependable Computing Conference  EDCC’05, Mario Dal Cin, Mohamed Kaâniche, András Pataricza, eds., Springer-Verlag, Berlin, Heidelberg, Germany, pp. 103–121, 20–22 Apr. 2005. URL: http://dx.doi.org/10.1007/11408901_8
6. Shuo Chen, Jun Xu, Nithin Nakka, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Defeating memory corruption attacks via pointer taintedness detection,” Proceedings of the 2005 International Conference on Dependable Systems and Networks, DSN’05, pp. 378–387, 28 June–1 July 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1467812&isnumber=31476
   
7. Long Wang, Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Lawrence Votta, Christopher Vick, Alan Wood, “Modeling coordinated checkpointing for large-scale supercomputers,” Proceedings of the 2005 International Conference on Dependable Systems and Networks, DSN’05, pp. 812–821, 28 June–1 July 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1467855&isnumber=31476
   
8. Claudio Basile, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Neutralization of errors and attacks in wireless ad hoc networks,” Proceedings of the 2005  International Conference on Dependable Systems and Networks, DSN’05, pp. 518–527, 28 June–1 July 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1467826&isnumber=31476
   
9. Giacinto Paolo Saggese, Anoop Vetteth, Zbigniew Kalbarczyk, Ravishankar Iyer, “Microprocessor sensitivity to failures: Control vs. execution and combinational vs. sequential logic,” Proceedings of the 2005 International Conference on Dependable Systems and Networks (DSN’05), pp. 760–769, 29 June–1 July 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=1467850
10. Shuo Chen, Jun Xu, Emre C. Sezer, Prachi Gauriar, Ravishankar Iyer, “Non-control-data attacks are realistic threats,” USENIX Security Symposium, Baltimore, MD, pp. 177–191, 31 July–5 Aug. 2005. URL: http://static.usenix.org/publications/library/proceedings/sec05/tech/full_papers/chen/chen_html/
11. Nitin H. Vaidya, Jennifer Bernhard, V. V. Veeravalli, P. R. Kumar, R. K. Iyer, “Illinois wireless wind tunnel: A testbed for experimental evaluation of wireless networks,” Proceedings of the 2005 SIGCOMM Workshop on Experimental Approaches to Wireless Network Design and Analysis, E-WIND ’05, ACM, New York, NY, pp. 64–69, 22–26 Aug. 2005. URL: http://doi.acm.org/10.1145/1080148.1080162
12. Ravishankar K. Iyer, Nithin M. Nakka, Zbigniew T. Kalbarczyk, Subhasish Mitra, “Recent advances and new avenues in hardware-level reliability support,” IEEE Micro, vol. 25, no. 6, pp. 18–29, Nov.–Dec. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1566553&isnumber=33228
13. Giacinto P. Saggese, Nicholas J. Wang, Zbigniew T. Kalbarczyk, Sanjay J. Patel, Ravishankar K. Iyer, “An experimental study of soft errors in microprocessors,” IEEE Micro, vol. 25, no. 6, pp. 30–39, Nov.–Dec. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1566554&isnumber=33228
    
14. Sergio Mena, Claudio Basile, Zbigniew Kalbarczyk, André Schiper, Ravishankar K. Iyer, “Assessing the crash-failure assumption of group communication protocols,” Proceedings of the 16th IEEE International Symposium on Software Reliability Engineering, 2005, ISSRE’05, pp. 107–116, 8–11 Nov. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1544726&isnumber=32973
15. Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Application-based metrics for strategic placement of detectors,” Proceedings of the 11th Pacific Rim International Symposium on Dependable Computing, 2005, pp. 12–14 Dec. 2005. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1607501&isnumber=33754

2004:

1. Ravishankar K. Iyer, “Introduction to the IEEE Transactions on Dependable and Secure Computing,” IEEE Transactions on Dependable and Secure Computing, vol. 1, no. 1, pp. 2–3, Jan.–Mar. 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1335463&isnumber=29463
2. Shuo Chen, Jun Xu, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Keith Whisnant, “Modeling and evaluating the security threats of transient errors in firewall software,” Performance Evaluation, vol. 56, no. 1–4, pp. 53–72, Mar. 2004. URL: http://dx.doi.org/10.1016/j.peva.2003.07.013
3. Keith Whisnant, Ravishankar K. Iyer, Zbigniew T. Kalbarczyk, Phillip H. Jones III, David A. Rennels, Raphael Some, “The effects of an ARMOR-based SIFT environment on the performance and dependability of user applications,” IEEE Transactions on Software Engineering, vol. 30, no. 4, pp. 257–277, Apr. 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1274045&isnumber=28512
4. Weining Gu, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Error sensitivity of the Linux kernel executing on PowerPC G4 and Pentium 4 processors,” Proceedings of the 2004 International Conference on Dependable Systems and Networks, pp. 887–896, 28 June–1 July 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1311959&isnumber=29105
   
5. N. Nakka, Z. Kalbarczyk, R. K. Iyer, J. Xu, “An architectural framework for providing reliability and security support,” Proceedings of the 2004 International Conference on Dependable Systems and Networks, pp. 585–594, 28 June–1 July 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1311929&isnumber=29105
6. L. Wang, Z. Kalbarczyk, R. K. Iyer, H. Vora, T. Chahande, “Checkpointing of control structures in main memory database systems,” Proceedings of the 2004 International Conference on Dependable Systems and Networks, pp. 687–692, 28 June–1 July 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1311939&isnumber=29105
7. Ravishankar K. Iyer, “Hierarchical application aware error detection and recovery,” Proceedings of the 41st Design Automation Conference, 2004, p. 79, 7–11 July 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1322445&isnumber=29281
8. Ravishankar K. Iyer, “Editor’s Note,” IEEE Transactions on Dependable and Secure Computing, vol. 1, no. 3, p. 145, July–Sep. 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1366133&isnumber=29916
9. R. K. Iyer, W. H. Sanders, J. H. Patel, Z. Kalbarczyk, “The evolution of dependable computing at the University of Illinois,” Proceedings of the IFIP 18th World Computer Congress (WCC 2004), pp. 135–164, 22–27 Aug. 2004.
10. Shuo Chen, Karthik Pattabiraman, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Formal reasoning of various categories of widely exploited security vulnerabilities using pointer taintedness semantics,” Proceedings of 19th IFIP International Information Security Conference (SEC 2004), pp. 83–100, 23–26 Aug. 2004. URL: http://link.springer.com/chapter/10.1007%2F1-4020-8143-X_6
11. G. P. Saggese, C. Basile, L. Romano, Z. Kalbarczyk, R. K. Iyer, “Hardware support for high performance, intrusion- and fault-tolerant systems,” Proceedings of the 23rd IEEE International Symposium on Reliable Distributed Systems, 2004, pp. 195–204, 18–20 Oct. 2004. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1353020&isnumber=29724

2003:

1. K. Whisnant, Z. T. Kalbarczyk, R. K. Iyer, “A system model for dynamically reconfigurable software,” IBM Systems Journal, vol. 42, no. 1, pp. 45–59, 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5386846&isnumber=5386828
   
2. K. Whisnant,  Z. Kalbarczyk, R. K. Iyer, “A foundation for adaptive fault tolerance in software,” Proceedings of the 10th IEEE International Conference and Workshop on the Engineering of Computer-Based Systems, 2003, pp. 252–260, 7–10 Apr. 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1194806&isnumber=26873
3. Claudio Basile, Zbigniew Kalbarczyk, Ravishankar Iyer, “A preemptive deterministic scheduling algorithm for multithreaded replicas,” Proceedings of the 2003 International Conference on Dependable Systems and Networks, pp. 149–158, 22–25 June 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1209926
4. Shuo Chen, Zbigniew Kalbarczyk, Jun Xu, Ravishankar K. Iyer, “A data-driven finite state machine model for analyzing security vulnerabilities,” Proceedings of the 2003 International Conference on Dependable Systems and Networks, pp. 605–614, 22–25 June 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1209970&isnumber=27228
   
5. Weining Gu, Zbigniew Kalbarczyk, Ravishankar K. Iyer, Zhenyu Yang, “Characterization of Linux kernel behavior under errors,” Proceedings of the 2003 International Conference on Dependable Systems and Networks, pp. 459–468, 22–25 June 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1209956
6. D. J. Beauregard, Z. Kalbarczyk, R. K. Iyer, S. Chau, L. Alkalai, “Error-injection-based failure characterization of the IEEE 1394 bus,” Proceedings of the 9th IEEE International On-Line Testing Symposium (IOLTS’03), pp. 202–206, 7–9 July 2003. URL:  http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1214399
7. Ravishankar K. Iyer, Shuo Chen, Jun Xu, Zbigniew Kalbarczyk, “Security vulnerabilities—from data analysis to protection mechanisms,” The Ninth IEEE International Workshop on Object-Oriented Real-Time Dependable Systems, 2003, WORDS 2003 Fall, pp. 331–338, 1–3 Oct. 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1410980&isnumber=30574
8. Jun Xu, Zbigniew Kalbarczyk, Ravishankar K. Iyer, “Transparent runtime randomization for security,” Proceedings of the 22nd International Symposium on Reliable Distributed Systems, 2003,  pp. 260–269, 6–8 Oct. 2003. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1238076&isnumber=27777
9. Ravishankar K. Iyer, “Measurement-based analysis of networked system availability,” Performance Evaluation—Stories and Perspectives, G. Kotsis, ed., vol. 175 in the series OCG Schriftenreihe, Austrian Computer Society, Dec. 2003.