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Cong (Callie) Hao
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FPGA/DNN co-design: An efficient design methodology for IoT intelligence on the edge
C Hao, X Zhang, Y Li, S Huang, J Xiong, K Rupnow, W Hwu, D Chen
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
2202019
Cloud-DNN: An open framework for mapping DNN models to cloud FPGAs
Y Chen, J He, X Zhang, C Hao, D Chen
Proceedings of the 2019 ACM/SIGDA international symposium on field …, 2019
1392019
AutoDNNchip: An automated DNN chip predictor and builder for both FPGAs and ASICs
P Xu, X Zhang, C Hao, Y Zhao, Y Zhang, Y Wang, C Li, Z Guan, D Chen, ...
Proceedings of the 2020 ACM/SIGDA International Symposium on Field …, 2020
1172020
SkyNet: a hardware-efficient method for object detection and tracking on embedded systems
X Zhang, H Lu, C Hao, J Li, B Cheng, Y Li, K Rupnow, J Xiong, T Huang, ...
Proceedings of Machine Learning and Systems 2, 216-229, 2020
1142020
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
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
1112020
Scalehls: A new scalable high-level synthesis framework on multi-level intermediate representation
H Ye, C Hao, J Cheng, H Jeong, J Huang, S Neuendorffer, D Chen
2022 IEEE international symposium on high-performance computer architecture …, 2022
902022
M³vit: Mixture-of-experts vision transformer for efficient multi-task learning with model-accelerator co-design
Z Fan, R Sarkar, Z Jiang, T Chen, K Zou, Y Cheng, C Hao, Z Wang
Advances in Neural Information Processing Systems 35, 28441-28457, 2022
672022
IRONMAN GNN-assisted Design Space Exploration in High-Level Synthesis via Reinforcement Learning
N Wu, Y Xie, C Hao
Proceedings of the 2021 on Great Lakes Symposium on VLSI, 39-44, 2021
662021
Improving the generalization ability of deep neural networks for cross-domain visual recognition
J Zheng, C Lu, C Hao, D Chen, D Guo
IEEE Transactions on Cognitive and Developmental Systems 13 (3), 607-620, 2020
532020
FlowGNN: A dataflow architecture for real-time workload-agnostic graph neural network inference
R Sarkar, S Abi-Karam, Y He, L Sathidevi, C Hao
2023 IEEE International Symposium on High-Performance Computer Architecture …, 2023
512023
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 70 (5), 696-710, 2020
502020
High-level synthesis performance prediction using gnns: Benchmarking, modeling, and advancing
N Wu, H Yang, Y Xie, P Li, C Hao
Proceedings of the 59th ACM/IEEE Design Automation Conference, 49-54, 2022
462022
Enabling design methodologies and future trends for edge AI: Specialization and codesign
C Hao, J Dotzel, J Xiong, L Benini, Z Zhang, D Chen
IEEE Design & Test 38 (4), 7-26, 2021
452021
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), 13-18, 2019
452019
IronMan-Pro: Multiobjective design space exploration in HLS via reinforcement learning and graph neural network-based modeling
N Wu, Y Xie, C Hao
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
442022
Generic neural architecture search via regression
Y Li, C Hao, P Li, J Xiong, D Chen
Advances in Neural Information Processing Systems 34, 20476-20490, 2021
382021
Unsupervised learning for combinatorial optimization with principled objective relaxation
HP Wang, N Wu, H Yang, C Hao, P Li
Advances in Neural Information Processing Systems 35, 31444-31458, 2022
332022
A hybrid GPU+ FPGA system design for autonomous driving cars
C Hao, A Sarwari, Z Jin, H Abu-Haimed, D Sew, Y Li, X Liu, B Wu, D Fu, ...
2019 IEEE International Workshop on Signal Processing Systems (SiPS), 121-126, 2019
312019
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
272021
Software/hardware co-design for multi-modal multi-task learning in autonomous systems
C Hao, D Chen
2021 IEEE 3rd International Conference on Artificial Intelligence Circuits …, 2021
272021
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