Xuan Shen
Xuan Shen
Northeastern University
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Spvit: Enabling faster vision transformers via latency-aware soft token pruning
Z Kong, P Dong, X Ma, X Meng, W Niu, M Sun, X Shen, G Yuan, B Ren, ...
European Conference on Computer Vision, 620-640, 2022
Sanity checks for lottery tickets: Does your winning ticket really win the jackpot?
X Ma, G Yuan, X Shen, T Chen, X Chen, X Chen, N Liu, M Qin, S Liu, ...
Advances in Neural Information Processing Systems 34, 12749-12760, 2021
Improving DNN fault tolerance using weight pruning and differential crossbar mapping for ReRAM-based edge AI
G Yuan, Z Liao, X Ma, Y Cai, Z Kong, X Shen, J Fu, Z Li, C Zhang, H Peng, ...
2021 22nd International Symposium on Quality Electronic Design (ISQED), 135-141, 2021
Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not?
N Liu, G Yuan, Z Che, X Shen, X Ma, Q Jin, J Ren, J Tang, S Liu, Y Wang
International Conference on Machine Learning, 7011-7020, 2021
Npas: A compiler-aware framework of unified network pruning and architecture search for beyond real-time mobile acceleration
Z Li, G Yuan, W Niu, P Zhao, Y Li, Y Cai, X Shen, Z Zhan, Z Kong, Q Jin, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
Peeling the onion: Hierarchical reduction of data redundancy for efficient vision transformer training
Z Kong, H Ma, G Yuan, M Sun, Y Xie, P Dong, X Meng, X Shen, H Tang, ...
Proceedings of the AAAI Conference on Artificial Intelligence 37 (7), 8360-8368, 2023
DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network
X Shen, Y Wang, M Lin, Y Huang, H Tang, X Sun, Y Wang
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
Towards fast and accurate multi-person pose estimation on mobile devices
X Shen, G Yuan, W Niu, X Ma, J Guan, Z Li, B Ren, Y Wang, 2021
Data level lottery ticket hypothesis for vision transformers
X Shen, Z Kong, M Qin, P Dong, G Yuan, X Meng, H Tang, X Ma, Y Wang
Proceedings of the Thirty-Second International Joint Conference on …, 2023
Lottery ticket implies accuracy degradation, is it a desirable phenomenon
N Liu, G Yuan, Z Che, X Shen, X Ma, Q Jin, J Ren, J Tang, S Liu, Y Wang
CoRR, 2021
EdgeQAT: Entropy and Distribution Guided Quantization-Aware Training for the Acceleration of Lightweight LLMs on the Edge
X Shen, Z Kong, C Yang, Z Han, L Lu, P Dong, C Lyu, C Li, X Guo, Z Shu, ...
arXiv preprint arXiv:2402.10787, 2024
Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge
X Shen, P Dong, L Lu, Z Kong, Z Li, M Lin, C Wu, Y Wang
arXiv preprint arXiv:2312.05693, 2023
Real-Time Portrait Stylization on the Edge
Y Li, X Shen, G Yuan, J Guan, W Niu, H Tang, B Ren, Y Wang
International Joint Conference on Artificial Intelligence (IJCAI) 2023 Demo, 2022
A Compiler-aware Framework of Network Pruning Search Achieving Beyond Real-Time Mobile Acceleration
Y Li, G Yuan, Z Li, W Niu, P Zhao, P Dong, Y Cai, X Shen, Z Zhan, Z Kong, ...
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