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xinyi zhang
xinyi zhang
Meta Reality Lab Research
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Year
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
1552019
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
842019
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
822019
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
372019
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
272021
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) 27 (5 …, 2022
152022
H2H: Heterogeneous model to heterogeneous system mapping with computation and communication awareness
X Zhang, C Hao, P Zhou, A Jones, J Hu
Proceedings of the 59th ACM/IEEE Design Automation Conference, 601-606, 2022
122022
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
112020
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
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
62020
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 42 (6), 9-16, 2022
42022
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
42018
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
Efficient Hardware and Software Design for On-device Learning
Y Wu, Y Tang, D Zeng, X Zhang, P Zhou, Y Shi, J Hu
Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing …, 2023
2023
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