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Pengfei Xu
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Drawing early-bird tickets: Towards more efficient training of deep networks
H You, C Li, P Xu, Y Fu, Y Wang, X Chen, RG Baraniuk, Z Wang, Y Lin
arXiv preprint arXiv:1909.11957, 2019
1182019
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
492020
E2-train: Training state-of-the-art cnns with over 80% energy savings
Y Wang, Z Jiang, X Chen, P Xu, Y Zhao, Y Lin, Z Wang
Advances in Neural Information Processing Systems 32, 2019
492019
Dual dynamic inference: Enabling more efficient, adaptive, and controllable deep inference
Y Wang, J Shen, TK Hu, P Xu, T Nguyen, R Baraniuk, Z Wang, Y Lin
IEEE Journal of Selected Topics in Signal Processing 14 (4), 623-633, 2020
362020
Timely: Pushing data movements and interfaces in pim accelerators towards local and in time domain
W Li, P Xu, Y Zhao, H Li, Y Xie, Y Lin
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
272020
Fractional skipping: Towards finer-grained dynamic cnn inference
J Shen, Y Wang, P Xu, Y Fu, Z Wang, Y Lin
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 5700-5708, 2020
262020
SmartDeal: Remodeling Deep Network Weights for Efficient Inference and Training
X Chen, Y Zhao, Y Wang, P Xu, H You, C Li, Y Fu, Y Lin, Z Wang
IEEE Transactions on Neural Networks and Learning Systems, 2022
2022
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