| 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 | 260 | 2019 |
| Deep k-means: Re-training and parameter sharing with harder cluster assignments for compressing deep convolutions J Wu, Y Wang, Z Wu, Z Wang, A Veeraraghavan, Y Lin International Conference on Machine Learning, 5363-5372, 2018 | 140 | 2018 |
| 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 arXiv preprint arXiv:2103.10584, 2021 | 125 | 2021 |
| 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 | 92 | 2019 |
| 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 | 80 | 2020 |
| 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 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020 | 48 | 2020 |
| 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 | 48 | 2020 |
| 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 Advances in Neural Information Processing Systems 33, 12127-12139, 2020 | 31 | 2020 |
| A new MRAM-based process in-memory accelerator for efficient neural network training with floating point precision H Wang, Y Zhao, C Li, Y Wang, Y Lin 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020 | 18 | 2020 |
| Energynet: Energy-efficient dynamic inference Y Wang, T Nguyen, Y Zhao, Z Wang, Y Lin, R Baraniuk | 18 | 2018 |
| 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 34 (10), 7099-7113, 2022 | 6 | 2022 |
| SACoD: Sensor algorithm co-design towards efficient CNN-powered intelligent PhlatCam Y Fu, Y Zhang, Y Wang, Z Lu, V Boominathan, A Veeraraghavan, Y Lin Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 3 | 2021 |
| SACoD: Sensor Algorithm Co-Design towards Efficient CNN-Powered Intelligent PhlatCam Y Wang Rice University, 2021 | | 2021 |
