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Yonggan Fu
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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
The Eighth International Conference on Learning Representations (ICLR'2020), 2019
1282019
AutoGan-Distiller: Searching to Compress Generative Adversarial Networks
Y Fu, W Chen, H Wang, H Li, Y Lin, Z Wang
The 37th International Conference on Machine Learning (ICML'2020), 2020
562020
HW-NAS-Bench: Hardware-Aware Neural Architecture Search Benchmark
C Li, Z Yu, Y Fu, Y Zhang, Y Zhao, H You, Q Yu, Y Wang, Y Lin
The Ninth International Conference on Learning Representations (ICLR'2021), 2021
352021
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation
Y Zhao, X Chen, Y Wang, C Li, H You, Y Fu, Y Xie, Z Wang, Y Lin
IEEE/ACM International Symposium on Computer Architecture (ISCA'2020), 2020
292020
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference
J Shen, Y Wang, P Xu, Y Fu, Z Wang, Y Lin
The 34th AAAI Conference on Artificial Intelligence (AAAI'2020), 2020
282020
FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training
Y Fu, H You, Y Zhao, Y Wang, C Li, K Gopalakrishnan, Z Wang, Y Lin
The 34th Conference on Neural Information Processing Systems (NeurIPS'2020), 2020
212020
CPT: Efficient Deep Neural Network Training via Cyclic Precision
Y Fu, H Guo, M Li, X Yang, Y Ding, V Chandra, Y Lin
The Ninth International Conference on Learning Representations (ICLR'2021), 2021
132021
G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency
Y Zhang, H You, Y Fu, T Geng, A Li, Y Lin
40th International Conference On Computer Aided Design (ICCAD'2021), 2021
92021
DNA: Differentiable Network-Accelerator Co-Search
Y Zhang, Y Fu, W Jiang, C Li, H You, M Li, V Chandra, Y Lin
arXiv preprint arXiv:2010.14778, 2020
82020
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks
Y Fu, Q Yu, Y Zhang, S Wu, X Ouyang, D Cox, Y Lin
The 35th Conference on Neural Information Processing Systems (NeurIPS'2021), 2021
72021
Double-Win Quant: Aggressively Winning Robustness of Quantized Deep Neural Networks via Random Precision Training and Inference
Y Fu, Q Yu, M Li, V Chandra, Y Lin
The 38th International Conference on Machine Learning (ICML'2021), 2021
62021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators
Y Fu, Y Zhang, Y Zhang, D Cox, Y Lin
The 38th International Conference on Machine Learning (ICML'2021), 2021
42021
Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search
Y Fu, Z Yu, Y Zhang, Y Lin
https://arxiv.org/abs/2012.13091v2, 2020
42020
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?
Y Fu, S Zhang, S Wu, C Wan, Y Lin
The Tenth International Conference on Learning Representations (ICLR'2022), 2022
32022
2-in-1 Accelerator: Enabling Random Precision Switch for Winning Both Adversarial Robustness and Efficiency
Y Fu, Y Zhao, Q Yu, C Li, Y Lin
54th IEEE/ACM International Symposium on Microarchitecture (MICRO'2021), 2021
32021
DIAN: Differentiable accelerator-network co-search towards maximal dnn efficiency
Y Zhang, Y Fu, W Jiang, C Li, H You, M Li, V Chandra, Y Lin
2021 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2021
32021
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning
Y Fu, Y Zhang, C Li, Z Yu, Y Lin
The 58th Design Automation Conference (DAC'2021), 2021
32021
RT-RCG: Neural network and accelerator search towards effective and real-time ECG reconstruction from intracardiac electrograms
Y Zhang, A Banta, Y Fu, MM John, A Post, M Razavi, J Cavallaro, ...
ACM Journal on Emerging Technologies in Computing Systems (JETC) 18 (2), 1-25, 2022
22022
O-HAS: Optical Hardware Accelerator Search for Boosting Both Acceleration Performance and Development Speed
M Li, Z Yu, Y Zhang, Y Fu, Y Lin
40th International Conference On Computer Aided Design (ICCAD'2021), 2021
22021
InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks
Y Fu, Z Yu, Y Zhang, Y Jiang, C Li, Y Liang, M Jiang, Z Wang, Y Lin
The 58th Design Automation Conference (DAC'2021), 2021
22021
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