Time: A training-in-memory architecture for memristor-based deep neural networks M Cheng, L Xia, Z Zhu, Y Cai, Y Xie, Y Wang, H Yang Proceedings of the 54th Annual Design Automation Conference 2017, 1-6, 2017 | 138 | 2017 |
Edge learning using a fully integrated neuro-inspired memristor chip W Zhang, P Yao, B Gao, Q Liu, D Wu, Q Zhang, Y Li, Q Qin, J Li, Z Zhu, ... Science 381 (6663), 1205-1211, 2023 | 79 | 2023 |
TIME: A training-in-memory architecture for RRAM-based deep neural networks M Cheng, L Xia, Z Zhu, Y Cai, Y Xie, Y Wang, H Yang IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2018 | 70 | 2018 |
Low bit-width convolutional neural network on RRAM Y Cai, T Tang, L Xia, B Li, Y Wang, H Yang IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2019 | 55 | 2019 |
Long live time: improving lifetime for training-in-memory engines by structured gradient sparsification Y Cai, Y Lin, L Xia, X Chen, S Han, Y Wang, H Yang Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018 | 51 | 2018 |
Enabling Secure in-Memory Neural Network Computing by Sparse Fast Gradient Encryption. Y Cai, X Chen, L Tian, Y Wang, H Yang ICCAD, 1-8, 2019 | 38 | 2019 |
An energy-efficient quantized and regularized training framework for processing-in-memory accelerators H Sun, Z Zhu, Y Cai, X Chen, Y Wang, H Yang 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 325-330, 2020 | 36 | 2020 |
Training low bitwidth convolutional neural network on RRAM Y Cai, T Tang, L Xia, M Cheng, Z Zhu, Y Wang, H Yang 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 117-122, 2018 | 29 | 2018 |
Enabling lower-power charge-domain nonvolatile in-memory computing with ferroelectric FETs G Yin, Y Cai, J Wu, Z Duan, Z Zhu, Y Liu, Y Wang, H Yang, X Li IEEE Transactions on Circuits and Systems II: Express Briefs 68 (7), 2262-2266, 2021 | 26 | 2021 |
Enabling secure nvm-based in-memory neural network computing by sparse fast gradient encryption Y Cai, X Chen, L Tian, Y Wang, H Yang IEEE Transactions on Computers 69 (11), 1596-1610, 2020 | 25 | 2020 |
Rescuing memristor-based computing with non-linear resistance levels J Lin, L Xia, Z Zhu, H Sun, Y Cai, H Gao, M Cheng, X Chen, Y Wang, ... 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 407-412, 2018 | 14 | 2018 |
Security enhancement for rram computing system through obfuscating crossbar row connections M Zou, Z Zhu, Y Cai, J Zhou, C Wang, Y Wang 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 466-471, 2020 | 13 | 2020 |
Long live TIME: Improving lifetime and security for NVM-based training-in-memory systems Y Cai, Y Lin, L Xia, X Chen, S Han, Y Wang, H Yang IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2020 | 13 | 2020 |
Close: Curriculum learning on the sharing extent towards better one-shot nas Z Zhou, X Ning, Y Cai, J Han, Y Deng, Y Dong, H Yang, Y Wang European Conference on Computer Vision, 578-594, 2022 | 12 | 2022 |
Ensemble-in-One: Ensemble Learning within Random Gated Networks for Enhanced Adversarial Robustness Y Cai, X Ning, H Yang, Y Wang Proceedings of the AAAI Conference on Artificial Intelligence 37 (12), 14738 …, 2023 | 7* | 2023 |
Wesco: Weight-encoded reliability and security co-design for in-memory computing systems J Zhang, C Wang, Y Cai, Z Zhu, D Kline, H Yang, Y Wang 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 296-301, 2022 | 5 | 2022 |
MNSIM-TIME: Performance modeling framework for training-in-memory architectures K Qiu, Z Zhu, Y Cai, H Sun, Y Wang, H Yang 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits …, 2021 | 3 | 2021 |
Reliability-Aware Training and Performance Modeling for Processing-In-Memory Systems H Sun, Z Zhu, Y Cai, S Zeng, K Qiu, Y Wang, H Yang Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021 | 3 | 2021 |
Memory-oriented structural pruning for efficient image restoration X Shi, X Ning, L Guo, T Zhao, E Liu, Y Cai, Y Dong, H Yang, Y Wang Proceedings of the AAAI Conference on Artificial Intelligence 37 (2), 2245-2253, 2023 | 1 | 2023 |
DeepGuiser: Learning to disguise neural architectures for impeding adversarial transfer attacks Y Cai, C Wang, X Ning, Z Zhou, D Niu, H Yang, Y Wang | 1 | 2023 |