| CirCNN: accelerating and compressing deep neural networks using block-circulant weight matrices C Ding, S Liao, Y Wang, Z Li, N Liu, Y Zhuo, C Wang, X Qian, Y Bai, ... Proceedings of the 50th Annual IEEE/ACM International Symposium on …, 2017 | 312 | 2017 |
| PERMDNN: Efficient Compressed DNN Architecture with Permuted Diagonal Matrices C Deng, S Liao, Y Xie, KK Parhi, X Qian, B Yuan Proceedings of the 51th Annual IEEE/ACM International Symposium on …, 2018 | 126 | 2018 |
| Towards efficient tensor decomposition-based dnn model compression with optimization framework M Yin, Y Sui, S Liao, B Yuan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 76 | 2021 |
| Large-scale short-term urban taxi demand forecasting using deep learning S Liao, L Zhou, X Di, B Yuan, J Xiong 2018 23rd Asia and south pacific design automation conference (ASP-DAC), 428-433, 2018 | 76 | 2018 |
| Theoretical Properties for Neural Networks with Weight Matrices of Low Displacement Rank L Zhao, S Liao, Y Wang, Z Li, J Tang, V Pan, B Yuan Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017 | 71 | 2017 |
| Gospa: An energy-efficient high-performance globally optimized sparse convolutional neural network accelerator C Deng, Y Sui, S Liao, X Qian, B Yuan 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture …, 2021 | 61 | 2021 |
| Fully-parallel area-efficient deep neural network design using stochastic computing Y Xie, S Liao, B Yuan, Y Wang, Z Wang IEEE Transactions on Circuits and Systems II: Express Briefs 64 (12), 1382-1386, 2017 | 50 | 2017 |
| Towards ultra-high performance and energy efficiency of deep learning systems: an algorithm-hardware co-optimization framework Y Wang, C Ding, Z Li, G Yuan, S Liao, X Ma, B Yuan, X Qian, J Tang, ... The Thirty-Second AAAI Conferenceon Artificial Intelligence (AAAI-18), 2018 | 45 | 2018 |
| Energy-efficient, high-performance, highly-compressed deep neural network design using block-circulant matrices S Liao, Z Li, X Lin, Q Qiu, Y Wang, B Yuan 2017 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 458-465, 2017 | 29 | 2017 |
| Towards extremely compact rnns for video recognition with fully decomposed hierarchical tucker structure M Yin, S Liao, XY Liu, X Wang, B Yuan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 28 | 2021 |
| A database of elderly emotional speech KX Wang, QL Zhang, SY Liao Proc. Int. Symp. Signal Process. Biomed. Eng Informat, 549-553, 2014 | 28 | 2014 |
| Cag: A real-time low-cost enhanced-robustness high-transferability content-aware adversarial attack generator H Phan, Y Xie, S Liao, J Chen, B Yuan Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 5412-5419, 2020 | 22 | 2020 |
| PermCNN: Energy-Efficient Convolutional Neural Network Hardware Architecture With Permuted Diagonal Structure C Deng, S Liao, B Yuan IEEE Transactions on Computers 70 (2), 163-173, 2020 | 22 | 2020 |
| Compressing recurrent neural networks using hierarchical tucker tensor decomposition M Yin, S Liao, XY Liu, X Wang, B Yuan arXiv preprint arXiv:2005.04366, 2020 | 20 | 2020 |
| CircConv: A Structured Convolution with Low Complexity S Liao, Z Li, L Zhao, Q Qiu, Y Wang, B Yuan The Thirty-Third AAAI Conferenceon Artificial Intelligence (AAAI-19), 2019 | 19 | 2019 |
| Compressing deep neural networks using toeplitz matrix: Algorithm design and fpga implementation S Liao, A Samiee, C Deng, Y Bai, B Yuan ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 16 | 2019 |
| Batude: Budget-aware neural network compression based on tucker decomposition M Yin, H Phan, X Zang, S Liao, B Yuan Proceedings of the AAAI Conference on Artificial Intelligence 36 (8), 8874-8882, 2022 | 15 | 2022 |
| Reduced-complexity Deep Neural Network-aided Channel Code Decoder: A Case Study for BCH Decoder C Deng, S Liao, B Yuan ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 13 | 2019 |
| Reduced-complexity deep neural networks design using multi-level compression S Liao, Y Xie, X Lin, Y Wang, M Zhang, B Yuan IEEE Transactions on Sustainable Computing 4 (2), 245-251, 2017 | 10 | 2017 |
| Towards use of electronic health records: cancer classification S Liao, J Xiao, Y Xie, F Gu Proceedings of the Symposium on Modeling and Simulation in Medicine, 1-10, 2017 | 9 | 2017 |
