Gen Li

22 papers A* 7Journal 14Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Condense, Don't Just Prune: Enhancing Efficiency and Performance in MoE Layer Pruning.
Trans. Mach. Learn. Res.
Mingyu Cao, Gen Li, Jie Ji, Jiaqi Zhang, Ajay Jaiswal, Li Shen, Xiaolong Ma, Shiwei Liu, Lu Yin
2026 J jnl
Forget Many, Forget Right: Scalable and Precise Concept Unlearning in Diffusion Models.
CoRR
Kaiyuan Deng, Gen Li, Yang Xiao, Bo Hui, Xiaolong Ma
2026 J jnl
Forget-It-All: Multi-Concept Machine Unlearning via Concept-Aware Neuron Masking.
CoRR
Kaiyuan Deng, Bo Hui, Gen Li, Jie Ji, Minghai Qin, Geng Yuan, Xiaolong Ma
2026 J jnl
From Bits to Chips: An LLM-based Hardware-Aware Quantization Agent for Streamlined Deployment of LLMs.
CoRR
Kaiyuan Deng, Hangyu Zheng, Minghai Qing, Kunxiong Zhu, Gen Li, Yang Xiao, Lan Emily Zhang, Linke Guo, Bo Hui, Yanzhi Wang, Geng Yuan, Gagan Agrawal, Wei Niu, Xiaolong Ma
2026 J jnl
ZO-SAM: Zero-Order Sharpness-Aware Minimization for Efficient Sparse Training.
CoRR
Jie Ji, Gen Li, Kaiyuan Deng, Fatemeh Afghah, Xiaolong Ma
2025 A* conf
Adversarial Robust ViT-Based Automatic Modulation Recognition in Practical Deep Learning-Based Wireless Systems.
SP
Gen Li, ChunChih Lin, Xiaonan Zhang, Xiaolong Ma, Linke Guo
2025 J jnl
LightCache: Memory-Efficient, Training-Free Acceleration for Video Generation.
CoRR
Yang Xiao, Gen Li, Kaiyuan Deng, Yushu Wu, Zheng Zhan, Yanzhi Wang, Xiaolong Ma, Bo Hui
2025 J jnl
Optimal Transport for Brain-Image Alignment: Unveiling Redundancy and Synergy in Neural Information Processing.
CoRR
Yang Xiao, Wang Lu, Jie Ji, Ruimeng Ye, Gen Li, Xiaolong Ma, Bo Hui
2025 J jnl
Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization.
CoRR
Gen Li, Yang Xiao, Jie Ji, Kaiyuan Deng, Bo Hui, Linke Guo, Xiaolong Ma
2025 J jnl
The Right to be Forgotten in Pruning: Unveil Machine Unlearning on Sparse Models.
CoRR
Yang Xiao, Gen Li, Jie Ji, Ruimeng Ye, Xiaolong Ma, Bo Hui
2024 A* conf
A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training.
NeurIPS
Jie Ji, Gen Li, Jingjing Fu, Fatemeh Afghah, Linke Guo, Xiaoyong Yuan, Xiaolong Ma
2024 A* conf
Advancing Dynamic Sparse Training by Exploring Optimization Opportunities.
ICML
Jie Ji, Gen Li, Lu Yin, Minghai Qin, Geng Yuan, Linke Guo, Shiwei Liu, Xiaolong Ma
2024 J jnl
Condense, Don't Just Prune: Enhancing Efficiency and Performance in MoE Layer Pruning.
CoRR
Mingyu Cao, Gen Li, Jie Ji, Jiaqi Zhang, Xiaolong Ma, Shiwei Liu, Lu Yin
2024 J jnl
Data Overfitting for On-Device Super-Resolution with Dynamic Algorithm and Compiler Co-Design.
CoRR
Gen Li, Zhihao Shu, Jie Ji, Minghai Qin, Fatemeh Afghah, Wei Niu, Xiaolong Ma
2024 — conf
Data Overfitting for On-device Super-Resolution with Dynamic Algorithm and Compiler Co-design.
ECCV (67)
Gen Li, Zhihao Shu, Jie Ji, Minghai Qin, Fatemeh Afghah, Wei Niu, Xiaolong Ma
2024 A* conf
NeurRev: Train Better Sparse Neural Network Practically via Neuron Revitalization.
ICLR
Gen Li, Lu Yin, Jie Ji, Wei Niu, Minghai Qin, Bin Ren, Linke Guo, Shiwei Liu, Xiaolong Ma
2024 A* conf
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity.
ICML
Lu Yin, You Wu, Zhenyu Zhang, Cheng-Yu Hsieh, Yaqing Wang, Yiling Jia, Gen Li, Ajay Kumar Jaiswal, Mykola Pechenizkiy, Yi Liang, Michael Bendersky, Zhangyang Wang, Shiwei Liu
2023 J jnl
Coupling Fairness and Pruning in a Single Run: a Bi-level Optimization Perspective.
CoRR
Yucong Dai, Gen Li, Feng Luo, Xiaolong Ma, Yongkai Wu
2023 A* conf
Dynamic Sparsity Is Channel-Level Sparsity Learner.
NeurIPS
Lu Yin, Gen Li, Meng Fang, Li Shen, Tianjin Huang, Zhangyang Wang, Vlado Menkovski, Xiaolong Ma, Mykola Pechenizkiy, Shiwei Liu
2023 J jnl
Dynamic Sparsity Is Channel-Level Sparsity Learner.
CoRR
Lu Yin, Gen Li, Meng Fang, Li Shen, Tianjin Huang, Zhangyang Wang, Vlado Menkovski, Xiaolong Ma, Mykola Pechenizkiy, Shiwei Liu
2023 A* conf
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting.
CVPR
Gen Li, Jie Ji, Minghai Qin, Wei Niu, Bin Ren, Fatemeh Afghah, Linke Guo, Xiaolong Ma
2023 J jnl
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting.
CoRR
Gen Li, Jie Ji, Minghai Qin, Wei Niu, Bin Ren, Fatemeh Afghah, Linke Guo, Xiaolong Ma