Yufa Zhou

15 papers A* 3A 1Journal 11
YearRankTypeTitle / Venue / Authors
2025 A* conf
Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix.
ICLR
Yingyu Liang, Jiangxuan Long, Zhenmei Shi, Zhao Song, Yufa Zhou
2025 J jnl
DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance.
CoRR
Xuan Shen, Chenxia Han, Yufa Zhou, Yanyue Xie, Yifan Gong, Quanyi Wang, Yiwei Wang, Yanzhi Wang, Pu Zhao, Jiuxiang Gu
2025 J jnl
FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the Edge.
CoRR
Xuan Shen, Weize Ma, Yufa Zhou, Enhao Tang, Yanyue Xie, Zhengang Li, Yifan Gong, Quanyi Wang, Henghui Ding, Yiwei Wang, Yanzhi Wang, Pu Zhao, Jun Lin, Jiuxiang Gu
2025 A* conf
LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers.
AAAI
Xuan Shen, Zhao Song, Yufa Zhou, Bo Chen, Yanyu Li, Yifan Gong, Kai Zhang, Hao Tan, Jason Kuen, Henghui Ding, Zhihao Shu, Wei Niu, Pu Zhao, Yanzhi Wang, Jiuxiang Gu
2025 A conf
Looped ReLU MLPs May Be All You Need as Practical Programmable Computers.
AISTATS
Yingyu Liang, Zhizhou Sha, Zhenmei Shi, Zhao Song, Yufa Zhou
2025 A* conf
Numerical Pruning for Efficient Autoregressive Models.
AAAI
Xuan Shen, Zhao Song, Yufa Zhou, Bo Chen, Jing Liu, Ruiyi Zhang, Ryan A. Rossi, Hao Tan, Tong Yu, Xiang Chen, Yufan Zhou, Tong Sun, Pu Zhao, Yanzhi Wang, Jiuxiang Gu
2024 J jnl
Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix.
CoRR
Yingyu Liang, Jiangxuan Long, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
Differential Privacy of Cross-Attention with Provable Guarantee.
CoRR
Jiuxiang Gu, Yingyu Liang, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
Fine-grained Attention I/O Complexity: Comprehensive Analysis for Backward Passes.
CoRR
Xiaoyu Li, Yingyu Liang, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers.
CoRR
Xuan Shen, Zhao Song, Yufa Zhou, Bo Chen, Yanyu Li, Yifan Gong, Kai Zhang, Hao Tan, Jason Kuen, Henghui Ding, Zhihao Shu, Wei Niu, Pu Zhao, Yanzhi Wang, Jiuxiang Gu
2024 J jnl
Looped ReLU MLPs May Be All You Need as Practical Programmable Computers.
CoRR
Yingyu Liang, Zhizhou Sha, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
Multi-Layer Transformers Gradient Can be Approximated in Almost Linear Time.
CoRR
Yingyu Liang, Zhizhou Sha, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
Numerical Pruning for Efficient Autoregressive Models.
CoRR
Xuan Shen, Zhao Song, Yufa Zhou, Bo Chen, Jing Liu, Ruiyi Zhang, Ryan A. Rossi, Hao Tan, Tong Yu, Xiang Chen, Yufan Zhou, Tong Sun, Pu Zhao, Yanzhi Wang, Jiuxiang Gu
2024 J jnl
Tensor Attention Training: Provably Efficient Learning of Higher-order Transformers.
CoRR
Jiuxiang Gu, Yingyu Liang, Zhenmei Shi, Zhao Song, Yufa Zhou
2024 J jnl
Unraveling the Smoothness Properties of Diffusion Models: A Gaussian Mixture Perspective.
CoRR
Jiuxiang Gu, Yingyu Liang, Zhenmei Shi, Zhao Song, Yufa Zhou