Cong Liu
Scholar

Cong Liu

Google Scholar ID: vpc4bggAAAAJ
University of California Riverside, Professor
Autonomous Embedded Systems & Real-Time Systems
Citations & Impact
All-time
Citations
4,355
 
H-index
34
 
i10-index
83
 
Publications
20
 
Co-authors
0
 
Contact
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Publications
20 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
  • Simin Chen graduated in Summer 2024 and joined Columbia University as a post-doc research scientist.
  • Multiple papers on enabling and optimizing autonomous robotic systems driven by reinforcement learning and LLM have been accepted by RTSS/IROS/CoLLAs/arXiv.
  • A recent (2023) set of research works on understanding and enhancing robustness of machine learning-driven autonomous systems have been accepted by CVPR/ECCV/ACL/ICLR/ISSTA.
  • Junfeng Guo graduated in Summer 2023 and joined the University of Maryland at College Park as a post-doc research scientist.
  • A recent (2022) set of research works on optimizing and/or testing machine learning-driven autonomous embedded and real-time systems have been accepted by RTSS/ICSE/FSE/ASE/ICLR/CVPR/ECCV.
  • Soroush Bateni graduated in Spring 2022 and joined UC Berkeley as a post-doc research scientist.
  • Our NeuOS paper has been accepted to USENIX ATC'20!
  • Two papers on generating realistic adversarial examples for misleading autonomous steering and adaptive neural nets, respectively, have been accepted to CVPR 2020!
  • Two papers on physical-world testing of autonomous driving systems and detecting GPGPU CUDA synchronization bugs, respectively, have been accepted to ICSE 2020!
  • Zheng Dong has graduated and joined Wayne State University Computer Science Department as a tenure-track assistant professor.
  • Our paper titled 'PIFA: An Intelligent Phase Identification and Frequency Adjustment Framework for Time-Sensitive Mobile Computing' has been accepted to the 25th RTAS (RTAS 2019).
  • I have graduated my second PhD student, Husheng Zhou. Congratulations, Husheng!
  • Our paper titled 'Diagnosing Vehicles with Automotive Batteries' has been accepted to the 25th MobiCom (MobiCom 2019).
  • Two papers have been accepted to the 39th RTSS (RTSS 2018): ApNet (exploring approximation potential of DNN for timing predictability), and PredJoule (a timing-predictable energy optimization framework for DNN-driven autonomous systems). Congrats to Soroush Bateni for getting two first-authored papers accepted by RTSS 2018!
  • Our paper 'DeepRoad: GAN-based Metamorphic Testing and Input Validation Framework for Autonomous Driving Systems' has been accepted to the 33rd IEEE/ACM International Conference on Automated Software Engineering (ASE 2018).
Research Experience
  • Professor in Electrical and Computer Engineering at the University of California, Riverside, and Cooperating Faculty in Computer Science and Engineering.
Background
  • Passionate about designing and implementing timing-predictable, resource-efficient, and robust autonomous embedded and real-time systems, with a focus on robotics and autonomous vehicles. Recent projects conduct highly inter-disciplinary research intersecting systems, machine learning, and robotics.
Miscellany
  • Interested in working with self-motivated students who strive for research excellence. In the past, students in our group have had excellent academic and industry job placements.
Co-authors
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Co-authors: 0 (list not available)