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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
2472019
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
1042021
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
1002020
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
572022
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
482020
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
472020
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
312021
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
302020
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
262021
Early-bird GCNs: graph-network co-optimization towards more efficient GCN training and inference via drawing early-bird lottery tickets
H You, Z Lu, Z Zhou, Y Fu, Y Lin
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2022) 36 …, 2022
242022
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
242021
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
192021
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
172021
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
162020
MIA-Former: Efficient and Robust Vision Transformers via Multi-grained Input-Adaptation
Z Yu, Y Fu, S Li, C Li, Y Lin
The 36th Association for the Advancement of Artificial Intelligence (AAAI 2022), 2021
152021
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
122021
GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models
Y Fu, Y Zhang, Z Yu, S Li, Z Ye, C Li, C Wan, Y Lin
2023 International Conference On Computer Aided Design (ICCAD 2023), 2023
112023
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks
Y Fu, H Yang, J Yuan, M Li, C Wan, R Krishnamoorthi, V Chandra, Y Lin
The 39th International Conference on Machine Learning (ICML 2022), 2022
112022
ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks
H You, B Li, H Shi, Y Fu, Y Lin
The 39th International Conference on Machine Learning (ICML 2022), 2022
92022
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
82021
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