Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting. - Gen Li 012; Jie Ji; Minghai Qin; Wei Niu 002; Bin Ren; Fatemeh Afghah; Linke Guo; Xiaolong Ma (CVPR, 2023)

Dynamic Sparsity Is Channel-Level Sparsity Learner. - Lu Yin 006; Gen Li 012; Meng Fang; Li Shen 008; Tianjin Huang; Zhangyang Wang; Vlado Menkovski; Xiaolong Ma; Mykola Pechenizkiy; Shiwei Liu 003 (NeurIPS, 2023)

Coupling Fairness and Pruning in a Single Run: a Bi-level Optimization Perspective. - Yucong Dai; Gen Li 012; Feng Luo 001; Xiaolong Ma; Yongkai Wu (CoRR, 2023)

Data Overfitting for On-device Super-Resolution with Dynamic Algorithm and Compiler Co-design. - Gen Li 012; Zhihao Shu; Jie Ji; Minghai Qin; Fatemeh Afghah; Wei Niu 002; Xiaolong Ma (ECCV (67), 2024)

NeurRev: Train Better Sparse Neural Network Practically via Neuron Revitalization. - Gen Li 012; Lu Yin 006; Jie Ji; Wei Niu 002; Minghai Qin; Bin Ren; Linke Guo; Shiwei Liu 003; Xiaolong Ma (ICLR, 2024)

Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity. - Lu Yin 006; You Wu 001; Zhenyu Zhang 015; Cheng-Yu Hsieh; Yaqing Wang 007; Yiling Jia; Gen Li 012; Ajay Kumar Jaiswal; Mykola Pechenizkiy; Yi Liang; Michael Bendersky; Zhangyang Wang; et al. (ICML, 2024)

Advancing Dynamic Sparse Training by Exploring Optimization Opportunities. - Jie Ji; Gen Li 012; Lu Yin 006; Minghai Qin; Geng Yuan; Linke Guo; Shiwei Liu 003; Xiaolong Ma (ICML, 2024)

A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training. - Jie Ji; Gen Li 012; Jingjing Fu; Fatemeh Afghah; Linke Guo; Xiaoyong Yuan; Xiaolong Ma (NeurIPS, 2024)

Condense, Don't Just Prune: Enhancing Efficiency and Performance in MoE Layer Pruning. - Mingyu Cao; Gen Li 012; Jie Ji; Jiaqi Zhang; Xiaolong Ma; Shiwei Liu 003; Lu Yin 006 (CoRR, 2024)

Adversarial Robust ViT-Based Automatic Modulation Recognition in Practical Deep Learning-Based Wireless Systems. - Gen Li 012; ChunChih Lin; Xiaonan Zhang 001; Xiaolong Ma; Linke Guo (SP, 2025)

Optimal Transport for Brain-Image Alignment: Unveiling Redundancy and Synergy in Neural Information Processing. - Yang Xiao; Wang Lu; Jie Ji; Ruimeng Ye; Gen Li 012; Xiaolong Ma; Bo Hui 001 (CoRR, 2025)

Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization. - Gen Li 012; Yang Xiao; Jie Ji; Kaiyuan Deng; Bo Hui 001; Linke Guo; Xiaolong Ma (CoRR, 2025)

The Right to be Forgotten in Pruning: Unveil Machine Unlearning on Sparse Models. - Yang Xiao; Gen Li 012; Jie Ji; Ruimeng Ye; Xiaolong Ma; Bo Hui 001 (CoRR, 2025)