Compressing large-scale transformer-based models: A case study on bert P Ganesh*, Y Chen*, X Lou, MA Khan, Y Yang, H Sajjad, P Nakov, ... Transactions of the Association for Computational Linguistics 9, 1061-1080, 2021 | 185 | 2021 |
Cloud-DNN: An Open Framework for Mapping DNN Models to Cloud FPGAs Y Chen, J He, X Zhang, C Hao, D Chen 27th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA), 2019 | 132 | 2019 |
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions Y Li, C Hao, X Zhang, X Liu, Y Chen, J Xiong, W Hwu, D Chen Design Automation Conference (DAC) 2020, 2020 | 95 | 2020 |
ThunderGP: HLS-based graph processing framework on FPGAs X Chen, H Tan, Y Chen, B He, WF Wong, D Chen The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays …, 2021 | 83 | 2021 |
High level synthesis of complex applications: An H. 264 video decoder X Liu, Y Chen, T Nguyen, S Gurumani, K Rupnow, D Chen Proceedings of the 2016 ACM/SIGDA International Symposium on Field …, 2016 | 65 | 2016 |
VecQ: Minimal Loss DNN Model Compression With Vectorized Weight Quantization C Gong, Y Chen, Y Lu, T Li, C Hao, D Chen IEEE Transactions on Computers, 2020 | 43 | 2020 |
T-DLA: An Open-source Deep Learning Accelerator for Ternarized DNN Models on Embedded FPGA Y Chen, K Zhang, C Gong, C Hao, X Zhang, T Li, D Chen 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2019 | 40 | 2019 |
On-The-Fly Parallel Data Shuffling for Graph Processing on OpenCL based FPGA X Chen, R Bajaj, Y Chen, J He, WF Wong, B He, D Chen The International Conference on Field-Programmable Logic and Applications (FPL), 2019 | 34 | 2019 |
YOLO-ReT: Towards high accuracy real-time object detection on edge GPUs P Ganesh*, Y Chen*, Y Yang, D Chen, M Winslett Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2022 | 30 | 2022 |
Learning-based simultaneous detection and characterization of time delay attack in cyber-physical systems P Ganesh, X Lou, Y Chen, R Tan, DKY Yau, D Chen, M Winslett IEEE Transactions on Smart Grid 12 (4), 3581-3593, 2021 | 29 | 2021 |
TAG : Type Auxiliary Guiding for Code Comment Generation R Cai, Z Liang, B Xu, Y Hao, Y Chen ACL 2020, 2020 | 29 | 2020 |
Is FPGA Useful for Hash Joins? X Chen, Y Chen, B Ronak, J He, B He, WF Wong, D Chen The Conference on Innovative Data Systems Research (CIDR), 2020 | 26 | 2020 |
FCUDA-NoC: A scalable and efficient network-on-chip implementation for the CUDA-to-FPGA flow Y Chen, ST Gurumani, Y Liang, G Li, D Guo, K Rupnow, D Chen IEEE Transactions on Very Large Scale Integration (VLSI) Systems 24 (6 …, 2015 | 26 | 2015 |
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving C Hao, Y Chen, X Liu, A Sarwari, D Sew, A Dhar, B Wu, D Fu, J Xiong, ... 2019 International Conference On Computer Aided Design (ICCAD), 2019 | 24 | 2019 |
WinoCNN: Kernel sharing Winograd systolic array for efficient convolutional neural network acceleration on FPGAs X Liu, Y Chen, C Hao, A Dhar, D Chen 2021 IEEE 32nd International Conference on Application-specific Systems …, 2021 | 23 | 2021 |
WMsorting: Wavelet Packets Decomposition and Mutual Information Based Spike Sorting Method L Huang, BWK Ling, R Cai, Y Zeng, J He, Y Chen IEEE Transactions on NanoBioscience, 2019 | 16 | 2019 |
ReGraph: Scaling Graph Processing on HBM-enabled FPGAs with Heterogeneous Pipelines X Chen, Y Chen, F Cheng, H Tan, B He, WF Wong 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2022 | 15 | 2022 |
μL2Q: An Ultra-Low Loss Quantization Method for DNN Compression C Gong, Y Lu, T Li, X Zhang, C Hao, D Chen, Y Chen The 2019 International Joint Conference on Neural Networks (IJCNN), 2019 | 14 | 2019 |
HaaS: Cloud-based real-time data analytics with heterogeneity-aware scheduling J He, Y Chen, TZJ Fu, X Long, M Winslett, L You, Z Zhang 2018 IEEE 38th International Conference on Distributed Computing Systems …, 2018 | 13 | 2018 |
ThunderGP: resource-efficient graph processing framework on FPGAs with hls X Chen, F Cheng, H Tan, Y Chen, B He, WF Wong, D Chen ACM Transactions on Reconfigurable Technology and Systems 15 (4), 1-31, 2022 | 12 | 2022 |