Guanpeng Li, Ph.D.

Assistant Professor
Biography
Research Interests
  • HPC Fault Tolerance and Data Reduction
  • Safety of Automonous Driving Systems
  • Machine Learning Dependability
Research Interests (Keywords)

Fault-tolerant Systems, Machine Learning Dependability, Software Testing

Selected Publications 
  • Guanpeng Li, Yiran Li, Saurabh Jha, Tim Tsai, Mike Sullivan, Siva Hari, Zbigniew Kalbarczyk and Ravi Iyer. AV-Fuzzer: Finding Safety Violations in Autonomous Driving Systems. IEEE International Conference on Software Reliability Engineering, 2020
  • Guanpeng Li, Karthik Pattabiraman, Siva Hari, Mike Sullivan, and Tim Tsai. Modeling Soft-Error Propagation in Programs. IEEE/IFIP International Conference on Dependable Systems and Networks, 2018
  • Guanpeng Li, Siva Hari, Mike Sullivan, Tim Tsai, Karthik Pattabiraman, Joel Emer, and Steve Keckler. Understanding Error Propagation in Deep-Learning Neural Network (DNN) Accelerators and Applications, IEEE/ACM International Conference for High-Performance Computing, Networking, Storage and Analysis, 2017
  • Guanpeng Li, Qining Lu, and Karthik Pattabiraman. Fined-grained Characterization of Long Latency Causing Crashes in Programs. IEEE/IFIP International Conference on Dependable Systems and Networks, 2015
Research areas
  • Systems
Guanpeng Li
Ph.D., University of British Columbia, 2019
Office
Address

101G MacLean Hall (MLH)
Iowa City, IA 52242
United States