Publications
HERO: Hessian-Enhanced Robust Optimization for Unifying and Improving Generalization and Quantization Performance." In Proceedings Design Automation Conference, 25-30. 2022.
"How good is your verilog RTL code? A quick answer from machine learning." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"A Hybrid-Grained Remapping Defense Scheme Against Hard Failures for Row-Column-NVM." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 6 (2022): 1842-1854.
"Improving Out-of-Distribution Detection by Learning from the Deployment Environment." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 (2022): 2070-2086.
"Introduction to the Special Issue on Accelerating AI on the Edge - Part 2." Acm Transactions on Embedded Computing Systems 21, no. 6 (2022): 1-5.
"ISLPED 2021: The 25th Anniversary!" In Ieee Design & Test, 92-93. Vol. 39. 2022.
"IVQ: In-Memory Acceleration of DNN Inference Exploiting Varied Quantization." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 12 (2022): 5313-5326.
"Join-Chain Network: A Logical Reasoning View of the Multi-head Attention in Transformer." In Ieee International Conference on Data Mining Workshops, Icdmw, 947-957. Vol. 2022-November. 2022.
"Lithography Hotspot Detection via Heterogeneous Federated Learning with Local Adaptation." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 166-171. Vol. 2022-January. 2022.
"MOM: Microphone based 3D Orientation Measurement." In Proceedings 21st Acm/Ieee International Conference on Information Processing in Sensor Networks, Ipsn 2022, 132-144. 2022.
"A Novel Architecture Design for Output Significance Aligned Flow with Adaptive Control in ReRAM-based Neural Network Accelerator." Acm Transactions on Design Automation of Electronic Systems 27, no. 6 (2022).
"PIMulator-NN: An Event-Driven, Cross-Level Simulation Framework for Processing-In-Memory-Based Neural Network Accelerators." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 12 (2022): 5464-5475.
"Preplacement Net Length and Timing Estimation by Customized Graph Neural Network." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 11 (2022): 4667-4680.
"Privacy Leakage of Adversarial Training Models in Federated Learning Systems." In Ieee Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 107-113. Vol. 2022-June. 2022.
"Processing-in-Memory Technology for Machine Learning: From Basic to ASIC." Ieee Transactions on Circuits and Systems Ii: Express Briefs 69, no. 6 (2022): 2598-2603.
"ReaLPrune: ReRAM Crossbar-Aware Lottery Ticket Pruning for CNNs." Ieee Transactions on Emerging Topics in Computing (2022): 1-14.
"Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs." In 2021 Ieee 23rd International Conference on High Performance Computing and Communications, 7th International Conference on Data Science and Systems, 19th International Conference on Smart City and 7th International Conference on Dependability in Sensor, Cl, 933-940. 2022.
"Research Progress on Memristor: From Synapses to Computing Systems." Ieee Transactions on Circuits and Systems I: Regular Papers 69, no. 5 (2022): 1845-1857.
"Rethinking normalization methods in federated learning." In Distributedml 2022 Proceedings of the 3rd International Workshop on Distributed Machine Learning, Part of Conext 2022, 16-22. 2022.
"Robustify ML-based lithography hotspot detectors." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"Security Threat to the Robustness of RRAM-based Neuromorphic Computing System." In Proceedings 2022 Ieee International Symposium on Smart Electronic Systems, Ises 2022, 267-271. 2022.
"SMALE: Enhancing Scalability of Machine Learning Algorithms on Extreme-Scale Computing Platforms., 2022.
Space-Time-Efficient Modeling of Large-Scale 3-D Cross-Point Memory Arrays by Operation Adaption and Network Compaction." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 10 (2022): 3479-3491.
"A survey of architectures of neural network accelerators." Scientia Sinica Informationis 52, no. 4 (2022): 596-611.
"Toward Efficient and Adaptive Design of Video Detection System with Deep Neural Networks." Acm Transactions on Embedded Computing Systems 21, no. 3 (2022).
"