PPaperPicks

Li Du

28 papers at tracked venues · 24 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Xiao Ding
×10
Bing Qin
×10
Ting Liu
×10
Yang Zhao
×8
Kai Xiong
×7
Zhouhao Sun
×7
Yuan Du
×6
Rongyu Zhang
×5
Yangou Ouyang
×4
Jinglong Gao
×4
Jason Eisner
×4
Shanghang Zhang
×4

Papers

  1. Consolidation or Adaptation? PRISM: Disentangling SFT and RL Data via Gradient Concentration
    ACL 2026 ·
    Yang Zhao
    ,
    Yangou Ouyang
    ,
    Xiao Ding
    ,
    Hepeng Wang
    ,
    Bibo Cai
    ,
    Kai Xiong
    ,
    Jinglong Gao
    ,
    Zhouhao Sun
    , Li Du,
    Bing Qin
    ,
    Ting Liu
  2. Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation
    AAAI 2026 ·
    Rongyu Zhang
    ,
    Aosong Cheng
    ,
    Yulin Luo
    ,
    Gaole Dai
    ,
    Huanrui Yang
    ,
    Jiaming Liu
    ,
    Ran Xu
    , Li Du,
    Dan Wang
    ,
    Yuan Du
  3. LLMs Know More About Numbers than They Can Say
    EACL 2026 ·
    Fengting Yuchi
    , Li Du,
    Jason Eisner
  4. Large Language Models Are Still Misled by Simple Bias Ensembles
    ACL 2026 ·
    Zhouhao Sun
    ,
    Zhiyuan Kan
    ,
    Xiao Ding
    , Li Du,
    Bibo Cai
    ,
    Yang Zhao
    ,
    Bing Qin
    ,
    Ting Liu
  5. MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization
    ACL 2026 ·
    Yang Zhao
    ,
    Hepeng Wang
    ,
    Xiao Ding
    ,
    Yangou Ouyang
    ,
    Bibo Cai
    ,
    Kai Xiong
    ,
    Jinglong Gao
    ,
    Zhouhao Sun
    , Li Du,
    Bing Qin
    ,
    Ting Liu
  6. MoLe-VLA: Dynamic Layer-skipping Vision Language Action Model via Mixture-of-Layers for Efficient Robot Manipulation
    AAAI 2026 ·
    Rongyu Zhang
    ,
    Menghang Dong
    ,
    Yuan Zhang
    ,
    Liang Heng
    ,
    Xiaowei Chi
    ,
    Gaole Dai
    , Li Du,
    Dan Wang
    ,
    Yuan Du
    ,
    Shanghang Zhang
  7. Scaling Towards the Information Boundary of Instructions through Data Synthesizing
    AAAI 2026 · Li Du,
    Hanyu Zhao
    ,
    Yiming Ju
    ,
    Tengfei Pan
  8. Analyzing the Rapid Generalization of SFT via the Perspective of Attention Head Activation Patterns
    ACL 2025 ·
    Yang Zhao
    , Li Du,
    Xiao Ding
    ,
    Kai Xiong
    ,
    Ting Liu
    ,
    Bing Qin
  9. Beyond IID: Optimizing Instruction Finetuning from the Perspective of Instruction Interaction and Dependency
    AAAI 2025 ·
    Hanyu Zhao
    , Li Du,
    Yiming Ju
    ,
    Chengwei Wu
    ,
    Tengfei Pan
  10. Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection
    ACL 2025 ·
    Yang Zhao
    , Li Du,
    Xiao Ding
    ,
    Yangou Ouyang
    ,
    Hepeng Wang
    ,
    Kai Xiong
    ,
    Jinglong Gao
    ,
    Zhouhao Sun
    ,
    Dongliang Xu
    ,
    Qing Yang
    ,
    Dongchen Li
    ,
    Bing Qin
    ,
    Ting Liu
  11. Com² : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models
    ACL 2025 ·
    Kai Xiong
    ,
    Xiao Ding
    ,
    Yixin Cao
    ,
    Yuxiong Yan
    , Li Du,
    Yufei Zhang
    ,
    Jinglong Gao
    ,
    Jiaqian Liu
    ,
    Bing Qin
    ,
    Ting Liu
  12. FBQuant: FeedBack Quantization for Large Language Models
    IJCAI 2025 ·
    Yijiang Liu
    ,
    Hengyu Fang
    ,
    Liulu He
    ,
    Rongyu Zhang
    ,
    Yichuan Bai
    ,
    Yuan Du
    , Li Du
  13. PAT: Pruning-Aware Tuning for Large Language Models
    AAAI 2025 ·
    Yijiang Liu
    ,
    Huanrui Yang
    ,
    Youxin Chen
    ,
    Rongyu Zhang
    ,
    Miao Wang
    ,
    Yuan Du
    , Li Du
  14. SliceOcc: Indoor 3D Semantic Occupancy Prediction with Vertical Slice Representation
    ICRA 2025 ·
    Jianing Li
    ,
    Ming Lu
    ,
    Juntao Liu
    ,
    Hao Wang
    ,
    Chenyang Gu
    ,
    Wenzhao Zheng
    , Li Du,
    Shanghang Zhang
  15. SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking
    ICLR 2025 ·
    Xingrun Xing
    ,
    Boyan Gao
    ,
    Zheng Liu
    ,
    David A. Clifton
    ,
    Shitao Xiao
    ,
    Wanpeng Zhang
    , Li Du,
    Zheng Zhang
    ,
    Guoqi Li
    ,
    Jiajun Zhang
  16. Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMs
    NeurIPS 2025 ·
    Yifan Wei
    ,
    Xiaoyan Yu
    ,
    Tengfei Pan
    ,
    Angsheng Li
    , Li Du
  17. Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
    ICLR 2025 ·
    João Loula
    ,
    Benjamin LeBrun
    , Li Du,
    Ben Lipkin
    ,
    Clemente Pasti
    ,
    Gabriel Grand
    ,
    Tianyu Liu
    ,
    Yahya Emara
    ,
    Marjorie Freedman
    ,
    Jason Eisner
    ,
    Ryan Cotterell
    ,
    Vikash Mansinghka
    ,
    Alexander K. Lew
    ,
    Tim Vieira
    ,
    Timothy J. O'Donnell
  18. Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch
    EMNLP 2025 ·
    Yirong Zeng
    ,
    Xiao Ding
    ,
    Yutai Hou
    ,
    Yuxian Wang
    , Li Du,
    Juyi Dai
    ,
    Qiuyang Ding
    ,
    Duyu Tang
    ,
    Dandan Tu
    ,
    Weiwen Liu
    ,
    Bing Qin
    ,
    Ting Liu
  19. UFO-RL: Uncertainty-Focused Optimization for Efficient Reinforcement Learning Data Selection
    NeurIPS 2025 ·
    Yang Zhao
    ,
    Kai Xiong
    ,
    Xiao Ding
    , Li Du,
    Yangou Ouyang
    ,
    Zhouhao Sun
    ,
    Jiannan Guan
    ,
    Wenbin Zhang
    ,
    Bin Liu
    ,
    Dong Hu
    ,
    Bing Qin
    ,
    Ting Liu
  20. BiPFT: Binary Pre-trained Foundation Transformer with Low-Rank Estimation of Binarization Residual Polynomials
    AAAI 2024 ·
    Xingrun Xing
    , Li Du,
    Xinyuan Wang
    ,
    Xianlin Zeng
    ,
    Yequan Wang
    ,
    Zheng Zhang
    ,
    Jiajun Zhang
  21. Causal-Guided Active Learning for Debiasing Large Language Models
    ACL 2024 ·
    Zhouhao Sun
    , Li Du,
    Xiao Ding
    ,
    Yixuan Ma
    ,
    Yang Zhao
    ,
    Kaitao Qiu
    ,
    Ting Liu
    ,
    Bing Qin
  22. Deciphering the Impact of Pretraining Data on Large Language Models through Machine Unlearning
    ACL 2024 ·
    Yang Zhao
    , Li Du,
    Xiao Ding
    ,
    Kai Xiong
    ,
    Zhouhao Sun
    ,
    Shi Jun
    ,
    Ting Liu
    ,
    Bing Qin
  23. Medical Dialogue System: A Survey of Categories, Methods, Evaluation and Challenges
    ACL 2024 ·
    Xiaoming Shi
    ,
    Zeming Liu
    , Li Du,
    Yuxuan Wang
    ,
    Hongru Wang
    ,
    Yuhang Guo
    ,
    Tong Ruan
    ,
    Jie Xu
    ,
    Xiaofan Zhang
    ,
    Shaoting Zhang
  24. Principled Gradient-Based MCMC for Conditional Sampling of Text
    ICML 2024 · Li Du,
    Afra Amini
    ,
    Lucas Torroba Hennigen
    ,
    Xinyan Velocity Yu
    ,
    Holden Lee
    ,
    Jason Eisner
    ,
    Ryan Cotterell
  25. PromptCoT: Align Prompt Distribution via Adapted Chain-of-Thought
    CVPR 2024 ·
    Junyi Yao
    ,
    Yijiang Liu
    ,
    Zhen Dong
    ,
    Mingfei Guo
    ,
    Helan Hu
    ,
    Kurt Keutzer
    , Li Du,
    Daquan Zhou
    ,
    Shanghang Zhang
  26. SFC: Achieve Accurate Fast Convolution under Low-precision Arithmetic
    ICML 2024 ·
    Liulu He
    ,
    Yufei Zhao
    ,
    Rui Gao
    ,
    Yuan Du
    , Li Du
  27. VeCAF: Vision-language Collaborative Active Finetuning with Training Objective Awareness
    ACM MM 2024 ·
    Rongyu Zhang
    ,
    Zefan Cai
    ,
    Huanrui Yang
    ,
    Zidong Liu
    ,
    Denis A. Gudovskiy
    ,
    Tomoyuki Okuno
    ,
    Yohei Nakata
    ,
    Kurt Keutzer
    ,
    Baobao Chang
    ,
    Yuan Du
    , Li Du,
    Shanghang Zhang
  28. When is a Language Process a Language Model?
    ACL 2024 · Li Du,
    Holden Lee
    ,
    Jason Eisner
    ,
    Ryan Cotterell