SNAP: An Efficient Sparse Neural Acceleration Processor for Unstructured Sparse Deep Neural Network Inference JF Zhang, CE Lee, C Liu, YS Shao, SW Keckler, Z Zhang IEEE Journal of Solid-State Circuits, 2020 | 76 | 2020 |
SNAP: A 1.67—21.55 TOPS/W sparse neural acceleration processor for unstructured sparse deep neural network inference in 16nm CMOS JF Zhang, CE Lee, C Liu, YS Shao, SW Keckler, Z Zhang 2019 Symposium on VLSI Circuits, C306-C307, 2019 | 58 | 2019 |
Stitch-x: An accelerator architecture for exploiting unstructured sparsity in deep neural networks CE Lee, YS Shao, JF Zhang, A Parashar, J Emer, SW Keckler, Z Zhang SysML Conference 120, 2018 | 36 | 2018 |
Point-x: A spatial-locality-aware architecture for energy-efficient graph-based point-cloud deep learning JF Zhang, Z Zhang MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture …, 2021 | 28 | 2021 |
Structural scrambling of circulant matrices for cost-effective compressive sensing YM Lin, JF Zhang, J Geng, AY Wu Journal of Signal Processing Systems 90, 695-707, 2018 | 4 | 2018 |
Machine Learning Hardware Design for Efficiency, Flexibility, and Scalability [Feature] JF Zhang, Z Zhengya IEEE Circuits and Systems Magazine 23 (3), 35 - 53, 2023 | 3 | 2023 |
Exploration of energy-efficient architecture for graph-based point-cloud deep learning JF Zhang, Z Zhang 2021 IEEE Workshop on Signal Processing Systems (SiPS), 260-264, 2021 | 3 | 2021 |
TetriX: Flexible Architecture and Optimal Mapping for Tensorized Neural Network Processing JF Zhang, CH Lu, Z Zhang IEEE Transactions on Computers, 2024 | 1 | 2024 |
Measurement matrix generating system based on scrambling and method thereof YM Lin, G Jing, J Zhang, AY Wu US Patent 10,049,083, 2018 | 1 | 2018 |
Low memory-cost scramble methods for constructing deterministic CS matrix JF Zhang, J Geng, YM Lin, AYA Wu 2015 IEEE Workshop on Signal Processing Systems (SiPS), 1-6, 2015 | 1 | 2015 |
Efficient Deep Learning Accelerator Architectures by Model Compression and Data Orchestration JF Zhang | | 2022 |