Towards decentralized deep learning with differential privacy HP Cheng, P Yu, H Hu, S Zawad, F Yan, S Li, H Li, Y Chen International Conference on Cloud Computing, 130-145, 2019 | 22 | 2019 |
LEASGD: An efficient and privacy-preserving decentralized algorithm for distributed learning HP Cheng, P Yu, H Hu, F Yan, S Li, H Li, Y Chen arXiv preprint arXiv:1811.11124, 2018 | 22 | 2018 |
ESCALATE: Boosting the efficiency of sparse CNN accelerator with kernel decomposition S Li, E Hanson, X Qian, HH Li, Y Chen MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture …, 2021 | 20 | 2021 |
NASGEM: Neural architecture search via graph embedding method HP Cheng, T Zhang, Y Zhang, S Li, F Liang, F Yan, M Li, V Chandra, H Li, ... Proceedings of the AAAI Conference on Artificial Intelligence 35 (8), 7090-7098, 2021 | 17 | 2021 |
PENNI: Pruned kernel sharing for efficient CNN inference S Li, E Hanson, H Li, Y Chen International Conference on Machine Learning, 5863-5873, 2020 | 14 | 2020 |
Cascading structured pruning: enabling high data reuse for sparse dnn accelerators E Hanson, S Li, HH Li, Y Chen Proceedings of the 49th Annual International Symposium on Computer …, 2022 | 12 | 2022 |
Swiftnet: Using graph propagation as meta-knowledge to search highly representative neural architectures HP Cheng, T Zhang, Y Yang, F Yan, S Li, H Teague, H Li, Y Chen arXiv preprint arXiv:1906.08305, 2019 | 12 | 2019 |
DEEP: Developing extremely efficient runtime on-chip power meters Z Xie, S Li, M Ma, CC Chang, J Pan, Y Chen, J Hu Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022 | 6 | 2022 |
Processing-in-memory technology for machine learning: From basic to asic B Taylor, Q Zheng, Z Li, S Li, Y Chen IEEE Transactions on Circuits and Systems II: Express Briefs 69 (6), 2598-2603, 2022 | 6 | 2022 |
Inca: Input-stationary dataflow at outside-the-box thinking about deep learning accelerators B Kim, S Li, H Li 2023 IEEE International Symposium on High-Performance Computer Architecture …, 2023 | 3 | 2023 |
PANDA: Architecture-level power evaluation by unifying analytical and machine learning solutions Q Zhang, S Li, G Zhou, J Pan, CC Chang, Y Chen, Z Xie 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 01-09, 2023 | 2 | 2023 |
Improving the robustness and efficiency of PIM-based architecture by SW/HW co-design X Yang, S Li, Q Zheng, Y Chen Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023 | 2 | 2023 |
Si-Kintsugi: Towards Recovering Golden-Like Performance of Defective Many-Core Spatial Architectures for AI E Hanson, S Li, G Zhou, F Cheng, Y Wang, R Bose, H Li, Y Chen Proceedings of the 56th Annual IEEE/ACM International Symposium on …, 2023 | 1 | 2023 |
Accelerating Sparse Attention with a Reconfigurable Non-volatile Processing-In-Memory Architecture Q Zheng, S Li, Y Wang, Z Li, Y Chen, HH Li 2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023 | 1 | 2023 |
Neural network training with acceleration S Li, KT Malladi, A Chang, YS KI US Patent App. 17/668,345, 2023 | 1 | 2023 |
DyNNamic: Dynamically Reshaping, High Data-Reuse Accelerator for Compact DNNs E Hanson, S Li, X Qian, HH Li, Y Chen IEEE Transactions on Computers 72 (3), 880-892, 2022 | 1 | 2022 |
NDRec: A Near-Data Processing System for Training Large-Scale Recommendation Models S Li, Y Wang, E Hanson, A Chang, YS Ki, H Li, Y Chen IEEE Transactions on Computers, 1-14, 2024 | | 2024 |
In-Storage Acceleration of Graph-Traversal-Based Approximate Nearest Neighbor Search Y Wang, S Li, Q Zheng, L Song, Z Li, A Chang, H Li, Y Chen arXiv preprint arXiv:2312.03141, 2023 | | 2023 |
SiDA: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models Z Du, S Li, Y Wu, X Jiang, J Sun, Q Zheng, Y Wu, A Li, H Li, Y Chen arXiv preprint arXiv:2310.18859, 2023 | | 2023 |
EMS-i: An Efficient Memory System Design with Specialized Caching Mechanism for Recommendation Inference Y Wang, S Li, Q Zheng, A Chang, H Li, Y Chen ACM Transactions on Embedded Computing Systems 22 (5s), 1-22, 2023 | | 2023 |