PPaperPicks

Li Shen

Sun Yat-sen University Shenzhen Campus, School of Cyber Science and Technology, Shenzhen, China

92 papers at tracked venues · 84 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Dacheng Tao
×47
Liang Ding
×13
Yong Luo
×13
Zhenyi Wang
×11
Xiaochun Cao
×10
Shengchao Hu
×8
Anke Tang
×8
Han Hu
×8
Puning Zhao
×7
Chun Yuan
×7
Zixuan Hu
×7
Yongxian Wei
×7

Papers

  1. CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning
    ACL 2026 ·
    Biao Yi
    ,
    Tiansheng Huang
    ,
    Baolei Zhang
    ,
    Tong Li
    ,
    Lihai Nie
    ,
    Zheli Liu
    , Li Shen
  2. Consistent Estimation of Numerical Distributions Under Local Differential Privacy by Wavelet Expansion
    S&P 2026 ·
    Puning Zhao
    ,
    Zhikun Zhang
    ,
    Bo Sun
    , Li Shen,
    Liang Zhang
    ,
    Shaowei Wang
    ,
    Zhe Liu
  3. Efficient Transformer Parameter Reuse via Zero-Token Mechanism
    ACL 2026 ·
    Guanghao Li
    ,
    Wenhao Jiang
    , Li Shen,
    Ming Tang
    ,
    Chun Yuan
  4. O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
    ACL 2026 ·
    Haotian Luo
    ,
    Haiying He
    ,
    Yibo Wang
    ,
    Shiwei Liu
    ,
    Wei Li
    ,
    Xiaochun Cao
    ,
    Dacheng Tao
    ,
    Naiqiang Tan
    , Li Shen
  5. Reason-KE++: Aligning the Process, Not Just the Outcome, for Faithful LLM Knowledge Editing
    ACL 2026 ·
    Yuchen Wu
    ,
    Liang Ding
    , Li Shen,
    Dacheng Tao
  6. Universally Empowering Zeroth-Order Optimization via Adaptive Layer-wise Sampling
    ACL 2026 ·
    Fei Wang
    , Li Shen,
    Liang Ding
    ,
    Chao Xue
    ,
    Ye Liu
    ,
    Changxing Ding
  7. Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
    NeurIPS 2025 ·
    Haotian Luo
    ,
    Haiying He
    ,
    Yibo Wang
    ,
    Jinluan Yang
    ,
    Rui Liu
    ,
    Naiqiang Tan
    ,
    Xiaochun Cao
    ,
    Dacheng Tao
    , Li Shen
  8. Adaptive Defense against Harmful Fine-Tuning for Large Language Models via Bayesian Data Scheduler
    NeurIPS 2025 ·
    Zixuan Hu
    , Li Shen,
    Zhenyi Wang
    ,
    Yongxian Wei
    ,
    Dacheng Tao
  9. AlphaDecay: Module-wise Weight Decay for Heavy-Tailed Balancing in LLMs
    NeurIPS 2025 ·
    Di He
    ,
    Songjun Tu
    ,
    Ajay Jaiswal
    , Li Shen,
    Ganzhao Yuan
    ,
    Shiwei Liu
    ,
    Lu Yin
  10. Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning
    NeurIPS 2025 ·
    Jifeng Hu
    ,
    Sili Huang
    ,
    Zhejian Yang
    ,
    Shengchao Hu
    , Li Shen,
    Hechang Chen
    ,
    Lichao Sun
    ,
    Yi Chang
    ,
    Dacheng Tao
  11. CHPO: Constrained Hybrid-action Policy Optimization for Reinforcement Learning
    NeurIPS 2025 ·
    Ao Zhou
    ,
    Jiayi Guan
    , Li Shen,
    Fan Lu
    ,
    Sanqing Qu
    ,
    Junqiao Zhao
    ,
    Ziqiao Wang
    ,
    Ya Wu
    ,
    Guang Chen
  12. Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File Selection
    ICLR 2025 ·
    Ziqing Fan
    ,
    Siyuan Du
    ,
    Shengchao Hu
    ,
    Pingjie Wang
    , Li Shen,
    Ya Zhang
    ,
    Dacheng Tao
    ,
    Yanfeng Wang
  13. Contextual Bandits for Unbounded Context Distributions
    ICML 2025 ·
    Puning Zhao
    ,
    Rongfei Fan
    ,
    Shaowei Wang
    , Li Shen,
    Qixin Zhang
    ,
    Zong Ke
    ,
    Tianhang Zheng
  14. Continual Model Merging without Data: Dual Projections for Balancing Stability and Plasticity
    NeurIPS 2025 ·
    Enneng Yang
    ,
    Anke Tang
    , Li Shen,
    Guibing Guo
    ,
    Xingwei Wang
    ,
    Xiaochun Cao
    ,
    Jie M. Zhang
  15. Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-Making
    ICML 2025 ·
    Hongling Zheng
    , Li Shen,
    Yong Luo
    ,
    Deheng Ye
    ,
    Bo Du
    ,
    Jialie Shen
    ,
    Dacheng Tao
  16. Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models
    AAAI 2025 ·
    Wenbin Wang
    ,
    Liang Ding
    ,
    Minyan Zeng
    ,
    Xiabin Zhou
    , Li Shen,
    Yong Luo
    ,
    Wei Yu
    ,
    Dacheng Tao
  17. Dynamic Analysis and Adaptive Discriminator for Fake News Detection
    ACM MM 2025 ·
    Xinqi Su
    ,
    Zitong Yu
    ,
    Yawen Cui
    ,
    Ajian Liu
    ,
    Xun Lin
    ,
    Yuhao Wang
    ,
    Haochen Liang
    ,
    Wenhui Li
    , Li Shen,
    Xiaochun Cao
  18. Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense
    ICLR 2025 ·
    Siyu Luan
    ,
    Zhenyi Wang
    , Li Shen,
    Zonghua Gu
    ,
    Chao Wu
    ,
    Dacheng Tao
  19. DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs
    EMNLP 2025 ·
    Xiabin Zhou
    ,
    Wenbin Wang
    ,
    Minyan Zeng
    ,
    Jiaxian Guo
    ,
    Xuebo Liu
    , Li Shen,
    Min Zhang
    ,
    Liang Ding
  20. Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs
    ACL 2025 ·
    Yuchen Wu
    ,
    Liang Ding
    , Li Shen,
    Dacheng Tao
  21. Effective Policy Learning for Multi-Agent Online Coordination Beyond Submodular Objectives
    NeurIPS 2025 ·
    Qixin Zhang
    ,
    Yan Sun
    ,
    Can Jin
    ,
    Xikun Zhang
    ,
    Yao Shu
    ,
    Puning Zhao
    , Li Shen,
    Dacheng Tao
  22. Efficient Federated Learning against Byzantine Attacks and Data Heterogeneity via Aggregating Normalized Gradients
    NeurIPS 2025 ·
    Shiyuan Zuo
    ,
    Xingrun Yan
    ,
    Rongfei Fan
    , Li Shen,
    Puning Zhao
    ,
    Jie Xu
    ,
    Han Hu
  23. Enhancing Learning with Label Differential Privacy by Vector Approximation
    ICLR 2025 ·
    Puning Zhao
    ,
    Jiafei Wu
    ,
    Zhe Liu
    , Li Shen,
    Zhikun Zhang
    ,
    Rongfei Fan
    ,
    Le Sun
    ,
    Qingming Li
  24. GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation
    ICML 2025 ·
    Mengzhu Wang
    ,
    Houcheng Su
    ,
    Jiao Li
    ,
    Chuan Li
    ,
    Nan Yin
    , Li Shen,
    Jingcai Guo
  25. Hypernetwork Aggregation for Decentralized Personalized Federated Learning
    IJCAI 2025 ·
    Weishi Li
    ,
    Yong Peng
    ,
    Mengyao Du
    ,
    Fuhui Sun
    ,
    Xiaoyan Wang
    , Li Shen
  26. Investigating the Role of Weight Decay in Enhancing Nonconvex SGD
    CVPR 2025 ·
    Tao Sun
    ,
    Yuhao Huang
    , Li Shen,
    Kele Xu
    ,
    Bao Wang
  27. Layer as Puzzle Pieces: Compressing Large Language Models through Layer Concatenation
    NeurIPS 2025 ·
    Fei Wang
    , Li Shen,
    Liang Ding
    ,
    Chao Xue
    ,
    Ye Liu
    ,
    Changxing Ding
  28. LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs
    CVPR 2025 ·
    Zixuan Hu
    ,
    Yongxian Wei
    , Li Shen,
    Chun Yuan
    ,
    Dacheng Tao
  29. Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More
    ICML 2025 ·
    Xialie Zhuang
    ,
    Zhikai Jia
    ,
    Jianjin Li
    ,
    Zhenyu Zhang
    , Li Shen,
    Zheng Cao
    ,
    Shiwei Liu
  30. Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer
    ICML 2025 ·
    Yilun Kong
    ,
    Guozheng Ma
    ,
    Qi Zhao
    ,
    Haoyu Wang
    , Li Shen,
    Xueqian Wang
    ,
    Dacheng Tao
  31. Merging on the Fly Without Retraining: A Sequential Approach to Scalable Continual Model Merging
    NeurIPS 2025 ·
    Anke Tang
    ,
    Enneng Yang
    , Li Shen,
    Yong Luo
    ,
    Han Hu
    ,
    Lefei Zhang
    ,
    Bo Du
    ,
    Dacheng Tao
  32. Mitigating the Backdoor Effect for Multi-Task Model Merging via Safety-Aware Subspace
    ICLR 2025 ·
    Jinluan Yang
    ,
    Anke Tang
    ,
    Didi Zhu
    ,
    Zhengyu Chen
    , Li Shen,
    Fei Wu
  33. Mix Data or Merge Models? Balancing the Helpfulness, Honesty, and Harmlessness of Large Language Model via Model Merging
    NeurIPS 2025 ·
    Jinluan Yang
    ,
    Dingnan Jin
    ,
    Anke Tang
    , Li Shen,
    Didi Zhu
    ,
    Zhengyu Chen
    ,
    Ziyu Zhao
    ,
    Daixin Wang
    ,
    Qing Cui
    ,
    Zhiqiang Zhang
    ,
    Jun Zhou
    ,
    Fei Wu
    ,
    Kun Kuang
  34. MixPrompt: Efficient Mixed Prompting for Multimodal Semantic Segmentation
    NeurIPS 2025 ·
    Zhiwei Hao
    ,
    Zhongyu Xiao
    ,
    Jianyuan Guo
    , Li Shen,
    Yong Luo
    ,
    Han Hu
    ,
    Dan Zeng
  35. Modeling Multi-Task Model Merging as Adaptive Projective Gradient Descent
    ICML 2025 ·
    Yongxian Wei
    ,
    Anke Tang
    , Li Shen,
    Zixuan Hu
    ,
    Chun Yuan
    ,
    Xiaochun Cao
  36. MuGS: Multi-Baseline Generalizable Gaussian Splatting Reconstruction
    ICCV 2025 ·
    Yaopeng Lou
    , Li Shen,
    Tianqi Liu
    ,
    Jiaqi Li
    ,
    Zihao Huang
    ,
    Huiqiang Sun
    ,
    Zhiguo Cao
  37. Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
    NeurIPS 2025 ·
    Huanjin Yao
    ,
    Jiaxing Huang
    ,
    Wenhao Wu
    ,
    Jingyi Zhang
    ,
    Yibo Wang
    ,
    Shunyu Liu
    ,
    Yingjie Wang
    ,
    YuXin Song
    ,
    Haocheng Feng
    , Li Shen,
    Dacheng Tao
  38. Multinoulli Extension: A Lossless Yet Effective Probabilistic Framework for Subset Selection over Partition Constraints
    ICML 2025 ·
    Qixin Zhang
    ,
    Wei Huang
    ,
    Can Jin
    ,
    Puning Zhao
    ,
    Yao Shu
    , Li Shen,
    Dacheng Tao
  39. Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency
    ICLR 2025 ·
    Qixin Zhang
    ,
    Zongqi Wan
    ,
    Yu Yang
    , Li Shen,
    Dacheng Tao
  40. Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning
    ICML 2025 ·
    Guozheng Ma
    ,
    Lu Li
    ,
    Zilin Wang
    , Li Shen,
    Pierre-Luc Bacon
    ,
    Dacheng Tao
  41. Open-Vocabulary Customization from CLIP via Data-Free Knowledge Distillation
    ICLR 2025 ·
    Yongxian Wei
    ,
    Zixuan Hu
    , Li Shen,
    Zhenyi Wang
    ,
    Chun Yuan
    ,
    Dacheng Tao
  42. PEARL: Towards Permutation-Resilient LLMs
    ICLR 2025 ·
    Liang Chen
    , Li Shen,
    Yang Deng
    ,
    Xiaoyan Zhao
    ,
    Bin Liang
    ,
    Kam-Fai Wong
  43. Panacea: Mitigating Harmful Fine-tuning for Large Language Models via Post-fine-tuning Perturbation
    NeurIPS 2025 ·
    Yibo Wang
    ,
    Tiansheng Huang
    , Li Shen,
    Huanjin Yao
    ,
    Haotian Luo
    ,
    Rui Liu
    ,
    Naiqiang Tan
    ,
    Jiaxing Huang
    ,
    Dacheng Tao
  44. Prompt Tuning with Diffusion for Few-Shot Pre-trained Policy Generalization
    AAMAS 2025 ·
    Shengchao Hu
    ,
    Wanru Zhao
    ,
    Weixiong Lin
    , Li Shen,
    Ya Zhang
    ,
    Dacheng Tao
  45. R1-ShareVL: Incentivizing Reasoning Capabilities of Multimodal Large Language Models via Share-GRPO
    NeurIPS 2025 ·
    Huanjin Yao
    ,
    Qixiang Yin
    ,
    Jingyi Zhang
    ,
    Min Yang
    ,
    Yibo Wang
    ,
    Wenhao Wu
    ,
    Fei Su
    , Li Shen,
    Minghui Qiu
    ,
    Dacheng Tao
    ,
    Jiaxing Huang
  46. Retrieval-Augmented Perception: High-resolution Image Perception Meets Visual RAG
    ICML 2025 ·
    Wenbin Wang
    ,
    Yongcheng Jing
    ,
    Liang Ding
    ,
    Yingjie Wang
    , Li Shen,
    Yong Luo
    ,
    Bo Du
    ,
    Dacheng Tao
  47. RoMa: A Robust Model Watermarking Scheme for Protecting IP in Diffusion Models
    NeurIPS 2025 ·
    Yingsha Xie
    ,
    Rui Min
    ,
    Zeyu Qin
    ,
    Fei Ma
    , Li Shen,
    Fei Richard Yu
    ,
    Xiaochun Cao
  48. Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA
    EMNLP 2025 ·
    Yuchen Wu
    ,
    Liang Ding
    , Li Shen,
    Dacheng Tao
  49. Robust Policy Expansion for Offline-to-Online RL under Diverse Data Corruption
    NeurIPS 2025 ·
    Longxiang He
    ,
    Deheng Ye
    ,
    Junbo Tan
    ,
    Xueqian Wang
    , Li Shen
  50. Safety Reasoning with Guidelines
    ICML 2025 ·
    Haoyu Wang
    ,
    Zeyu Qin
    , Li Shen,
    Xueqian Wang
    ,
    Dacheng Tao
    ,
    Minhao Cheng
  51. Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training
    NeurIPS 2025 ·
    Shi Fu
    ,
    Yingjie Wang
    ,
    Yuzhu Chen
    , Li Shen,
    Dacheng Tao
  52. Tackling Continual Offline RL through Selective Weights Activation on Aligned Spaces
    NeurIPS 2025 ·
    Jifeng Hu
    ,
    Sili Huang
    , Li Shen,
    Zhejian Yang
    ,
    Shengchao Hu
    ,
    Shisong Tang
    ,
    Hechang Chen
    ,
    Lichao Sun
    ,
    Yi Chang
    ,
    Dacheng Tao
  53. Targeted Low-rank Refinement: Enhancing Sparse Language Models with Precision
    ICML 2025 · Li Shen,
    Anke Tang
    ,
    Yong Luo
    ,
    Tao Sun
    ,
    Han Hu
    ,
    Xiaochun Cao
  54. Understanding the Stability-based Generalization of Personalized Federated Learning
    ICLR 2025 ·
    Yingqi Liu
    ,
    Qinglun Li
    ,
    Jie Tang
    ,
    Yifan Shi
    , Li Shen,
    Xiaochun Cao
  55. Unveiling the Power of Multiple Gossip Steps: A Stability-Based Generalization Analysis in Decentralized Training
    NeurIPS 2025 ·
    Qinglun Li
    ,
    Yingqi Liu
    ,
    Miao Zhang
    ,
    Xiaochun Cao
    ,
    Quanjun Yin
    , Li Shen
  56. Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought
    NeurIPS 2025 ·
    Chao Huang
    ,
    Benfeng Wang
    ,
    Wei Wang
    ,
    Jie Wen
    ,
    Chengliang Liu
    , Li Shen,
    Xiaochun Cao
  57. Value-Guided Decision Transformer: A Unified Reinforcement Learning Framework for Online and Offline Settings
    NeurIPS 2025 ·
    Hongling Zheng
    , Li Shen,
    Yong Luo
    ,
    Deheng Ye
    ,
    Shuhan Xu
    ,
    Bo Du
    ,
    Jialie Shen
    ,
    Dacheng Tao
  58. Vulnerability-Aware Alignment: Mitigating Uneven Forgetting in Harmful Fine-Tuning
    ICML 2025 ·
    Liang Chen
    ,
    Xueting Han
    , Li Shen,
    Jing Bai
    ,
    Kam-Fai Wong
  59. A Huber Loss Minimization Approach to Mean Estimation under User-level Differential Privacy
    NeurIPS 2024 ·
    Puning Zhao
    ,
    Lifeng Lai
    , Li Shen,
    Qingming Li
    ,
    Jiafei Wu
    ,
    Zhe Liu
  60. A Unified and General Framework for Continual Learning
    ICLR 2024 ·
    Zhenyi Wang
    ,
    Yan Li
    , Li Shen,
    Heng Huang
  61. A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs
    NeurIPS 2024 ·
    Yan Sun
    , Li Shen,
    Dacheng Tao
  62. AdaMerging: Adaptive Model Merging for Multi-Task Learning
    ICLR 2024 ·
    Enneng Yang
    ,
    Zhenyi Wang
    , Li Shen,
    Shiwei Liu
    ,
    Guibing Guo
    ,
    Xingwei Wang
    ,
    Dacheng Tao
  63. DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain Adaption
    ICLR 2024 ·
    Nan Yin
    ,
    Mengzhu Wang
    ,
    Zhenghan Chen
    , Li Shen,
    Huan Xiong
    ,
    Bin Gu
    ,
    Xiao Luo
  64. Decentralized Directed Collaboration for Personalized Federated Learning
    CVPR 2024 ·
    Yingqi Liu
    ,
    Yifan Shi
    ,
    Baoyuan Wu
    ,
    Qinglun Li
    ,
    Xueqian Wang
    , Li Shen
  65. Decomposed Prompt Decision Transformer for Efficient Unseen Task Generalization
    NeurIPS 2024 ·
    Hongling Zheng
    , Li Shen,
    Yong Luo
    ,
    Tongliang Liu
    ,
    Jialie Shen
    ,
    Dacheng Tao
  66. Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer
    ECAI 2024 ·
    Boan Liu
    ,
    Liang Ding
    , Li Shen,
    Keqin Peng
    ,
    Yu Cao
    ,
    Dazhao Cheng
    ,
    Dacheng Tao
  67. Embodied Multi-Modal Agent trained by an LLM from a Parallel TextWorld
    CVPR 2024 ·
    Yijun Yang
    ,
    Tianyi Zhou
    ,
    Kanxue Li
    ,
    Dapeng Tao
    ,
    Lusong Li
    , Li Shen,
    Xiaodong He
    ,
    Jing Jiang
    ,
    Yuhui Shi
  68. Free: Faster and Better Data-Free Meta-Learning
    CVPR 2024 ·
    Yongxian Wei
    ,
    Zixuan Hu
    ,
    Zhenyi Wang
    , Li Shen,
    Chun Yuan
    ,
    Dacheng Tao
  69. Generalization Analysis of Stochastic Weight Averaging with General Sampling
    ICML 2024 ·
    Peng Wang
    , Li Shen,
    Zerui Tao
    ,
    Shuaida He
    ,
    Dacheng Tao
  70. HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning
    ICML 2024 ·
    Shengchao Hu
    ,
    Ziqing Fan
    , Li Shen,
    Ya Zhang
    ,
    Yanfeng Wang
    ,
    Dacheng Tao
  71. Improving Non-Transferable Representation Learning by Harnessing Content and Style
    ICLR 2024 ·
    Ziming Hong
    ,
    Zhenyi Wang
    , Li Shen,
    Yu Yao
    ,
    Zhuo Huang
    ,
    Shiming Chen
    ,
    Chuanwu Yang
    ,
    Mingming Gong
    ,
    Tongliang Liu
  72. Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning
    EMNLP 2024 ·
    Abhinav Bandari
    ,
    Lu Yin
    ,
    Cheng-Yu Hsieh
    ,
    Ajay Jaiswal
    ,
    Tianlong Chen
    , Li Shen,
    Ranjay Krishna
    ,
    Shiwei Liu
  73. Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?
    NeurIPS 2024 ·
    Yang Dai
    ,
    Oubo Ma
    ,
    Longfei Zhang
    ,
    Xingxing Liang
    ,
    Shengchao Hu
    ,
    Mengzhu Wang
    ,
    Shouling Ji
    ,
    Jincai Huang
    , Li Shen
  74. Learning Multi-Agent Communication from Graph Modeling Perspective
    ICLR 2024 ·
    Shengchao Hu
    , Li Shen,
    Ya Zhang
    ,
    Dacheng Tao
  75. Merging Multi-Task Models via Weight-Ensembling Mixture of Experts
    ICML 2024 ·
    Anke Tang
    , Li Shen,
    Yong Luo
    ,
    Nan Yin
    ,
    Lefei Zhang
    ,
    Dacheng Tao
  76. MuEP: A Multimodal Benchmark for Embodied Planning with Foundation Models
    IJCAI 2024 ·
    Kanxue Li
    ,
    Baosheng Yu
    ,
    Qi Zheng
    ,
    Yibing Zhan
    ,
    Yuhui Zhang
    ,
    Tianle Zhang
    ,
    Yijun Yang
    ,
    Yue Chen
    ,
    Lei Sun
    ,
    Qiong Cao
    , Li Shen,
    Lusong Li
    ,
    Dapeng Tao
    ,
    Xiaodong He
  77. Neural Network Approximation for Pessimistic Offline Reinforcement Learning
    AAAI 2024 ·
    Di Wu
    ,
    Yuling Jiao
    , Li Shen,
    Haizhao Yang
    ,
    Xiliang Lu
  78. OOP: Object-Oriented Programming Evaluation Benchmark for Large Language Models
    ACL 2024 ·
    Shuai Wang
    ,
    Liang Ding
    , Li Shen,
    Yong Luo
    ,
    Bo Du
    ,
    Dacheng Tao
  79. POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning
    CVPR 2024 ·
    Jiayi Guan
    , Li Shen,
    Ao Zhou
    ,
    Lusong Li
    ,
    Han Hu
    ,
    Xiaodong He
    ,
    Guang Chen
    ,
    Changjun Jiang
  80. Parameter-Efficient Multi-Task Model Fusion with Partial Linearization
    ICLR 2024 ·
    Anke Tang
    , Li Shen,
    Yong Luo
    ,
    Yibing Zhan
    ,
    Han Hu
    ,
    Bo Du
    ,
    Yixin Chen
    ,
    Dacheng Tao
  81. PrimKD: Primary Modality Guided Multimodal Fusion for RGB-D Semantic Segmentation
    ACM MM 2024 ·
    Zhiwei Hao
    ,
    Zhongyu Xiao
    ,
    Yong Luo
    ,
    Jianyuan Guo
    ,
    Jing Wang
    , Li Shen,
    Han Hu
  82. Q-value Regularized Transformer for Offline Reinforcement Learning
    ICML 2024 ·
    Shengchao Hu
    ,
    Ziqing Fan
    ,
    Chaoqin Huang
    , Li Shen,
    Ya Zhang
    ,
    Yanfeng Wang
    ,
    Dacheng Tao
  83. Representation Surgery for Multi-Task Model Merging
    ICML 2024 ·
    Enneng Yang
    , Li Shen,
    Zhenyi Wang
    ,
    Guibing Guo
    ,
    Xiaojun Chen
    ,
    Xingwei Wang
    ,
    Dacheng Tao
  84. Revisiting Knowledge Distillation for Autoregressive Language Models
    ACL 2024 ·
    Qihuang Zhong
    ,
    Liang Ding
    , Li Shen,
    Juhua Liu
    ,
    Bo Du
    ,
    Dacheng Tao
  85. Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages
    ICLR 2024 ·
    Guozheng Ma
    ,
    Lu Li
    ,
    Sen Zhang
    ,
    Zixuan Liu
    ,
    Zhen Wang
    ,
    Yixin Chen
    , Li Shen,
    Xueqian Wang
    ,
    Dacheng Tao
  86. Sheared Backpropagation for Fine-Tuning Foundation Models
    CVPR 2024 ·
    Zhiyuan Yu
    , Li Shen,
    Liang Ding
    ,
    Xinmei Tian
    ,
    Yixin Chen
    ,
    Dacheng Tao
  87. Sparse Model Inversion: Efficient Inversion of Vision Transformers for Data-Free Applications
    ICML 2024 ·
    Zixuan Hu
    ,
    Yongxian Wei
    , Li Shen,
    Zhenyi Wang
    ,
    Lei Li
    ,
    Chun Yuan
    ,
    Dacheng Tao
  88. Task Groupings Regularization: Data-Free Meta-Learning with Heterogeneous Pre-trained Models
    ICML 2024 ·
    Yongxian Wei
    ,
    Zixuan Hu
    , Li Shen,
    Zhenyi Wang
    ,
    Yu Li
    ,
    Chun Yuan
    ,
    Dacheng Tao
  89. Training A Secure Model Against Data-Free Model Extraction
    ECCV 2024 ·
    Zhenyi Wang
    , Li Shen,
    Junfeng Guo
    ,
    Tiehang Duan
    ,
    Siyu Luan
    ,
    Tongliang Liu
    ,
    Mingchen Gao
  90. Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense
    NeurIPS 2024 ·
    Rui Min
    ,
    Zeyu Qin
    ,
    Nevin L. Zhang
    , Li Shen,
    Minhao Cheng
  91. WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge
    ACM MM 2024 ·
    Wenbin Wang
    ,
    Liang Ding
    , Li Shen,
    Yong Luo
    ,
    Han Hu
    ,
    Dacheng Tao
  92. Your Transferability Barrier is Fragile: Free-Lunch for Transferring the Non-Transferable Learning
    CVPR 2024 ·
    Ziming Hong
    , Li Shen,
    Tongliang Liu