Scan: A scalable neural networks framework towards compact and efficient models L Zhang, Z Tan, J Song, J Chen, C Bao, K Ma Advances in Neural Information Processing Systems 32, 2019 | 89 | 2019 |
NN-baton: DNN workload orchestration and chiplet granularity exploration for multichip accelerators Z Tan, H Cai, R Dong, K Ma 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture …, 2021 | 64 | 2021 |
PCNN: Pattern-based fine-grained regular pruning towards optimizing CNN accelerators Z Tan, J Song, X Ma, SH Tan, H Chen, Y Miao, Y Wu, S Ye, Y Wang, D Li, ... 2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020 | 28 | 2020 |
Gemini: Mapping and architecture co-exploration for large-scale dnn chiplet accelerators J Cai, Z Wu, S Peng, Y Wei, Z Tan, G Shi, M Gao, K Ma 2024 IEEE International Symposium on High-Performance Computer Architecture …, 2024 | 22 | 2024 |
YOLoC: Deploy large-scale neural network by ROM-based computing-in-memory using residual branch on a chip Y Chen, G Yin, Z Tan, M Lee, Z Yang, Y Liu, H Yang, K Ma, X Li Proceedings of the 59th ACM/IEEE Design Automation Conference, 1093-1098, 2022 | 15 | 2022 |
Finding the task-optimal low-bit sub-distribution in deep neural networks R Dong, Z Tan, M Wu, L Zhang, K Ma International Conference on Machine Learning, 5343-5359, 2022 | 14 | 2022 |
A 28nm 68MOPS 0.18\mu\mathrm {J}/\text {Op} $ Paillier Homomorphic Encryption Processor with Bit-Serial Sparse Ciphertext Computing G Shi, Z Tan, D Cao, J Cai, W Zhang, Y Wu, K Ma 2023 IEEE International Solid-State Circuits Conference (ISSCC), 242-244, 2023 | 6 | 2023 |
A 400MHz NPU with 7.8TOPS2/W High-PerformanceGuaranteed Efficiency in 55nm for Multi-Mode Pruning and Diverse Quantization Using Pattern-Kernel … Z Tan, SH Tan, JH Lambrechts, Y Zhang, Y Wu, K Ma 2021 IEEE Custom Integrated Circuits Conference (CICC), 1-2, 2021 | 4 | 2021 |
A scalable multi-chiplet deep learning accelerator with hub-side 2.5 D heterogeneous integration Z Tan, Y Wu, Y Zhang, H Shi, W Zhang, K Ma 2023 IEEE Hot Chips 35 Symposium (HCS), 1-17, 2023 | 3 | 2023 |
Cocco: Hardware-mapping co-exploration towards memory capacity-communication optimization Z Tan, Z Zhu, K Ma Proceedings of the 29th ACM International Conference on Architectural …, 2024 | 2 | 2024 |
Phep: Paillier homomorphic encryption processors for privacy-preserving applications in cloud computing G Shi, Y Li, X Wang, Z Tan, D Cao, J Cai, Y Wei, Z Li, W Zhang, Y Wu, ... 2023 IEEE Hot Chips 35 Symposium (HCS), 1-20, 2023 | 2 | 2023 |