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Accuracy vs. efficiency: Achieving both through fpga-implementation aware neural architecture search
W Jiang, X Zhang, EHM Sha, L Yang, Q Zhuge, Y Shi, J Hu
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
1132019
Achieving super-linear speedup across multi-fpga for real-time dnn inference
W Jiang, EHM Sha, X Zhang, L Yang, Q Zhuge, Y Shi, J Hu
ACM Transactions on Embedded Computing Systems (TECS) 18 (5s), 1-23, 2019
632019
Dac-sdc low power object detection challenge for uav applications
X Xu, X Zhang, B Yu, XS Hu, C Rowen, J Hu, Y Shi
IEEE transactions on pattern analysis and machine intelligence 43 (2), 392-403, 2019
502019
When neural architecture search meets hardware implementation: from hardware awareness to co-design
X Zhang, W Jiang, Y Shi, J Hu
2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 25-30, 2019
212019
Xfer: A novel design to achieve super-linear performance on multiple fpgas for real-time ai
W Jiang, X Zhang, EHM Sha, Q Zhuge, L Yang, Y Shi, J Hu
Proceedings of the 2019 ACM/SIGDA International Symposium on Field …, 2019
112019
Algorithm-hardware Co-design of Attention Mechanism on FPGA Devices
X Zhang, Y Wu, P Zhou, X Tang, J Hu
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-24, 2021
72021
Achieving full parallelism in LSTM via a unified accelerator design
X Zhang, W Jiang, J Hu
2020 IEEE 38th International Conference on Computer Design (ICCD), 469-477, 2020
62020
Low overhead online data flow tracking for intermittently powered non-volatile FPGAs
X Zhang, C Patterson, Y Liu, C Yang, CJ Xue, J Hu
ACM Journal on Emerging Technologies in Computing Systems (JETC) 16 (3), 1-20, 2020
52020
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization
Y Tang, X Zhang, P Zhou, J Hu
ACM Transactions on Design Automation of Electronic Systems (TODAES), 2022
32022
Low overhead online checkpoint for intermittently powered non-volatile FPGAS
X Zhang, C Patterson, Y Liu, C Yang, CJ Xue, J Hu
2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 238-244, 2018
32018
FPIRM: Floating-point Processing in Racetrack Memories
S Ollivier, X Zhang, Y Tang, C Choudhuri, J Hu, AK Jones
arXiv preprint arXiv:2204.13788, 2022
12022
POD-RACING: Bulk-Bitwise to Floating-Point Compute in Racetrack Memory for Machine Learning At the Edge
S Ollivier, X Zhang, Y Tang, C Choudhuri, J Hu, AK Jones
IEEE Micro, 2022
2022
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication Awareness
X Zhang, C Hao, P Zhou, A Jones, J Hu
arXiv preprint arXiv:2204.13852, 2022
2022
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