Publications
Introduction to the Special Issue on Hardware and Algorithms for Efficient Machine Learning-Part 2." Acm Journal on Emerging Technologies in Computing Systems 17, no. 4 (2021).
"Learning to Train CNNs on Faulty ReRAM-based Manycore Accelerators." Acm Transactions on Embedded Computing Systems 20, no. 5s (2021): 1-23.
"Line Art Correlation Matching Feature Transfer Network for Automatic Animation Colorization." In 2021 Ieee Winter Conference on Applications of Computer Vision (Wacv). 2021.
"LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning." In 6th Acm/Ieee Symposium on Edge Computing, Sec 2021, 68-79. 2021.
"Marvel: A Vertical Resistive Accelerator for Low-Power Deep Learning Inference in Monolithic 3D." In Proceedings Design, Automation and Test in Europe, Date, 1240-1245. Vol. 2021-February. 2021.
"Memristive LSTM Network for Sentiment Analysis." Ieee Transactions on Systems, Man, and Cybernetics: Systems 51, no. 3 (2021): 1794-1804.
"Multilabel Image Classification via Feature/Label Co-Projection." Ieee Transactions on Systems, Man, and Cybernetics: Systems 51, no. 11 (2021): 7250-7259.
"Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
"NASGEM: Neural Architecture Search via Graph Embedding Method." In 35th Aaai Conference on Artificial Intelligence, Aaai 2021, 7090-7098. Vol. 8B. 2021.
"Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 671-677. 2021.
"Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning." In Proceedings Design Automation Conference, 361-366. Vol. 2021-December. 2021.
"Optical generative adversarial network based on programmable phase-change photonics." In Optics Infobase Conference Papers. 2021.
"An Overview of Hardware Security and Trust: Threats, Countermeasures, and Design Tools." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 40, no. 6 (2021): 1010-1038.
"Peripheral Circuitry Assisted Mapping Framework for Resistive Logic-In-Memory Computing." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
"Preface. Vol. 13070 LNAI., 2021.
Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective." In Proceedings of the Acm Sigkdd International Conference on Knowledge Discovery and Data Mining, 1667-1676. 2021.
"RAISE: A Resistive Accelerator for Subject-Independent EEG Signal Classification." In Proceedings Design, Automation and Test in Europe, Date, 340-343. Vol. 2021-February. 2021.
"REREC: In-ReRAM Acceleration with Access-Aware Mapping for Personalized Recommendation." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
"Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance." Ieee Transactions on Neural Networks and Learning Systems 32, no. 3 (2021): 1254-1263.
"Soteria: Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 9307-9315. 2021.
"TPrune: Efficient Transformer Pruning for Mobile Devices." Acm Transactions on Cyber Physical Systems 5, no. 3 (2021).
"Training SAR-ATR Models for Reliable Operation in Open-World Environments." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14 (2021): 3954-3966.
"VD-GAN: A Unified Framework for Joint Prototype and Representation Learning from Contaminated Single Sample per Person." Ieee Transactions on Information Forensics and Security 16 (2021): 2246-2259.
"A 1.041-Mb/mm227.38-TOPS/W Signed-INT8 Dynamic-Logic-Based ADC-less SRAM Compute-in-Memory Macro in 28nm with Reconfigurable Bitwise Operation for AI and Embedded Applications." In Digest of Technical Papers Ieee International Solid State Circuits Conference, 188-190. Vol. 2022-February. 2022.
"The 5th Artificial Intelligence of Things (AIoT) Workshop." In Proceedings of the Acm Sigkdd International Conference on Knowledge Discovery and Data Mining, 4912-4913. 2022.
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