PPaperPicks

Dongsheng Li

Microsoft Research Asia, Shanghai, China

55 papers at tracked venues · 44 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-3103-8442 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×13ICLR ×10SIGIR ×5ICML ×4ACL ×3CVPR ×3WSDM ×3WWW ×3AAAI ×2CIKM ×2ECCV ×2NAACL ×2ICWSM ×1IJCAI ×1SIGKDD ×1

Frequent coauthors

Tun Lu
×15
Ning Gu
×15
Hansu Gu
×13
Peng Zhang
×13
Xufang Luo
×11
Yansen Wang
×9
Yuqing Yang
×9
Yifei Shen
×9
Dongqi Han
×9
Jiahao Liu
×8
Li Shang
×8
Lili Qiu
×8

Papers

  1. Drift-Aware Incremental Token Adaptation with Collaborative Semantics for Generative Recommendation
    SIGIR 2026 ·
    Yuebo Feng
    ,
    Jiahao Liu
    ,
    Mingzhe Han
    , Dongsheng Li,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Tun Lu
    ,
    Ning Gu
  2. Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization
    AAAI 2026 ·
    Xueyu Chen
    ,
    Kaitao Song
    ,
    Zifan Song
    , Dongsheng Li,
    Cairong Zhao
  3. LLM Agent-based Shilling Attack on Recommender Systems
    WSDM 2026 ·
    Shengkang Gu
    ,
    Jiahao Liu
    , Dongsheng Li,
    Guangping Zhang
    ,
    Mingzhe Han
    ,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Ning Gu
    ,
    Li Shang
    ,
    Tun Lu
  4. AOTree: Aspect Order Tree-Based Model for Explainable Recommendation
    ICWSM 2025 ·
    Wenxin Zhao
    ,
    Peng Zhang
    ,
    Hansu Gu
    , Dongsheng Li,
    Tun Lu
    ,
    Ning Gu
  5. Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization
    CVPR 2025 ·
    Zhipeng Xu
    ,
    De Cheng
    ,
    Xinyang Jiang
    ,
    Nannan Wang
    , Dongsheng Li,
    Xinbo Gao
  6. AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations
    SIGIR 2025 ·
    Jiahao Liu
    ,
    Shengkang Gu
    , Dongsheng Li,
    Guangping Zhang
    ,
    Mingzhe Han
    ,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Tun Lu
    ,
    Li Shang
    ,
    Ning Gu
  7. Chain-of-Model Learning for Language Model
    NeurIPS 2025 ·
    Xiaohua Wang
    ,
    Kaitao Song
    ,
    Xu Tan
    ,
    Huiqiang Jiang
    ,
    Chengruidong Zhang
    ,
    Yongliang Shen
    ,
    Cen Lu
    ,
    Zihao Li
    ,
    Zifan Song
    ,
    Caihua Shan
    ,
    Yansen Wang
    ,
    Kan Ren
    ,
    Xiaoqing Zheng
    ,
    Tao Qin
    ,
    Yuqing Yang
    , Dongsheng Li,
    Lili Qiu
  8. DreamDistribution: Learning Prompt Distribution for Diverse In-distribution Generation
    ICLR 2025 ·
    Brian Nlong Zhao
    ,
    Yuhang Xiao
    ,
    Jiashu Xu
    ,
    Xinyang Jiang
    ,
    Yifan Yang
    , Dongsheng Li,
    Laurent Itti
    ,
    Vibhav Vineet
    ,
    Yunhao Ge
  9. EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction
    NAACL 2025 ·
    Siyu Yuan
    ,
    Kaitao Song
    ,
    Jiangjie Chen
    ,
    Xu Tan
    ,
    Yongliang Shen
    ,
    Kan Ren
    , Dongsheng Li,
    Deqing Yang
  10. EvalAgent: Towards Evaluating News Recommender Systems with LLM-based Agents
    CIKM 2025 ·
    Guangping Zhang
    ,
    Peng Zhang
    ,
    Jiahao Liu
    ,
    Zhuoheng Li
    , Dongsheng Li,
    Hansu Gu
    ,
    Tun Lu
    ,
    Ning Gu
  11. EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms
    NAACL 2025 ·
    Siyu Yuan
    ,
    Kaitao Song
    ,
    Jiangjie Chen
    ,
    Xu Tan
    , Dongsheng Li,
    Deqing Yang
  12. FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation
    SIGIR 2025 ·
    Mingzhe Han
    , Dongsheng Li,
    Jiafeng Xia
    ,
    Jiahao Liu
    ,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Ning Gu
    ,
    Tun Lu
  13. Filtering Discomforting Recommendations with Large Language Models
    WWW 2025 ·
    Jiahao Liu
    ,
    Yiyang Shao
    ,
    Peng Zhang
    , Dongsheng Li,
    Hansu Gu
    ,
    Chao Chen
    ,
    Longzhi Du
    ,
    Tun Lu
    ,
    Ning Gu
  14. Frequency-aware Graph Signal Processing for Collaborative Filtering
    WWW 2025 ·
    Jiafeng Xia
    , Dongsheng Li,
    Hansu Gu
    ,
    Tun Lu
    ,
    Peng Zhang
    ,
    Li Shang
    ,
    Ning Gu
  15. Habitizing Diffusion Planning for Efficient and Effective Decision Making
    ICML 2025 ·
    Haofei Lu
    ,
    Yifei Shen
    , Dongsheng Li,
    Junliang Xing
    ,
    Dongqi Han
  16. How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension
    ICLR 2025 ·
    Xinnan Dai
    ,
    Haohao Qu
    ,
    Yifei Shen
    ,
    Bohang Zhang
    ,
    Qihao Wen
    ,
    Wenqi Fan
    , Dongsheng Li,
    Jiliang Tang
    ,
    Caihua Shan
  17. Improving LLM-powered Recommendations with Personalized Information
    SIGIR 2025 ·
    Jiahao Liu
    ,
    Xueshuo Yan
    , Dongsheng Li,
    Guangping Zhang
    ,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Tun Lu
    ,
    Li Shang
    ,
    Ning Gu
  18. Learning to Instruct for Visual Instruction Tuning
    NeurIPS 2025 ·
    Zhihan Zhou
    ,
    Feng Hong
    ,
    Jiaan Luo
    ,
    Yushi Ye
    ,
    Jiangchao Yao
    , Dongsheng Li,
    Bo Han
    ,
    Ya Zhang
    ,
    Yanfeng Wang
  19. MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention
    ICML 2025 ·
    Yucheng Li
    ,
    Huiqiang Jiang
    ,
    Chengruidong Zhang
    ,
    Qianhui Wu
    ,
    Xufang Luo
    ,
    Surin Ahn
    ,
    Amir H. Abdi
    , Dongsheng Li,
    Jianfeng Gao
    ,
    Yuqing Yang
    ,
    Lili Qiu
  20. Mitigate Position Bias in LLMs via Scaling a Single Hidden States Channel
    ACL 2025 ·
    Yijiong Yu
    ,
    Huiqiang Jiang
    ,
    Xufang Luo
    ,
    Qianhui Wu
    ,
    Chin-Yew Lin
    , Dongsheng Li,
    Yuqing Yang
    ,
    Yongfeng Huang
    ,
    Lili Qiu
  21. Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key
    CVPR 2025 ·
    Zhihe Yang
    ,
    Xufang Luo
    ,
    Dongqi Han
    ,
    Yunjian Xu
    , Dongsheng Li
  22. NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals
    ICLR 2025 ·
    Weibang Jiang
    ,
    Yansen Wang
    ,
    Bao-Liang Lu
    , Dongsheng Li
  23. Omni-DNA: A Genomic Model Supporting Sequence Understanding, Long-context, and Textual Annotation
    NeurIPS 2025 ·
    Zehui Li
    ,
    Vallijah Subasri
    ,
    Yifei Shen
    , Dongsheng Li,
    Wentao Gu
    ,
    Guy-Bart Stan
    ,
    Yiren Zhao
    ,
    Caihua Shan
  24. Oracle-MoE: Locality-preserving Routing in the Oracle Space for Memory-constrained Large Language Model Inference
    ICML 2025 ·
    Jixian Zhou
    ,
    Fang Dong
    ,
    Ruijun Huang
    ,
    Hengjie Cao
    ,
    Mengyi Chen
    ,
    Yifeng Yang
    ,
    Anrui Chen
    ,
    Mingzhi Dong
    ,
    Yujiang Wang
    , Dongsheng Li,
    David A. Clifton
    ,
    Qin Lv
    ,
    Rui Zhu
    ,
    Chun Zhang
    ,
    Fan Yang
    ,
    Tun Lu
    ,
    Ning Gu
    ,
    Li Shang
  25. Oracle-guided Dynamic User Preference Modeling for Sequential Recommendation
    WSDM 2025 ·
    Jiafeng Xia
    , Dongsheng Li,
    Hansu Gu
    ,
    Tun Lu
    ,
    Peng Zhang
    ,
    Li Shang
    ,
    Ning Gu
  26. SCBench: A KV Cache-Centric Analysis of Long-Context Methods
    ICLR 2025 ·
    Yucheng Li
    ,
    Huiqiang Jiang
    ,
    Qianhui Wu
    ,
    Xufang Luo
    ,
    Surin Ahn
    ,
    Chengruidong Zhang
    ,
    Amir H. Abdi
    , Dongsheng Li,
    Jianfeng Gao
    ,
    Yuqing Yang
    ,
    Lili Qiu
  27. SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
    ICLR 2025 ·
    Zhuoshi Pan
    ,
    Qianhui Wu
    ,
    Huiqiang Jiang
    ,
    Xufang Luo
    ,
    Hao Cheng
    , Dongsheng Li,
    Yuqing Yang
    ,
    Chin-Yew Lin
    ,
    H. Vicky Zhao
    ,
    Lili Qiu
    ,
    Jianfeng Gao
  28. SimSort: A Data-Driven Framework for Spike Sorting by Large-Scale Electrophysiology Simulation
    NeurIPS 2025 ·
    Yimu Zhang
    ,
    Dongqi Han
    ,
    Yansen Wang
    ,
    Zhenning Lv
    ,
    Yu Gu
    , Dongsheng Li
  29. Toward Relative Positional Encoding in Spiking Transformers
    NeurIPS 2025 ·
    Changze Lv
    ,
    Yansen Wang
    ,
    Dongqi Han
    ,
    Yifei Shen
    ,
    Xiaoqing Zheng
    ,
    Xuanjing Huang
    , Dongsheng Li
  30. Unbiased Collaborative Filtering with Fair Sampling
    SIGIR 2025 ·
    Jiahao Liu
    , Dongsheng Li,
    Hansu Gu
    ,
    Peng Zhang
    ,
    Tun Lu
    ,
    Li Shang
    ,
    Ning Gu
  31. What Makes a Good Diffusion Planner for Decision Making?
    ICLR 2025 ·
    Haofei Lu
    ,
    Dongqi Han
    ,
    Yifei Shen
    , Dongsheng Li
  32. pMoE: Prompting Diverse Experts Together Wins More in Visual Adaptation
    ICLR 2025 ·
    Shentong Mo
    ,
    Xufang Luo
    , Dongsheng Li
  33. Addressing Signal Delay in Deep Reinforcement Learning
    ICLR 2024 ·
    William Wei Wang
    ,
    Dongqi Han
    ,
    Xufang Luo
    , Dongsheng Li
  34. Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators
    NeurIPS 2024 ·
    Changze Lv
    ,
    Dongqi Han
    ,
    Yansen Wang
    ,
    Xiaoqing Zheng
    ,
    Xuanjing Huang
    , Dongsheng Li
  35. Automated Contrastive Learning Strategy Search for Time Series
    CIKM 2024 ·
    Baoyu Jing
    ,
    Yansen Wang
    ,
    Guoxin Sui
    ,
    Jing Hong
    ,
    Jingrui He
    ,
    Yuqing Yang
    , Dongsheng Li,
    Kan Ren
  36. CNN Kernels Can Be the Best Shapelets
    ICLR 2024 ·
    Eric Qu
    ,
    Yansen Wang
    ,
    Xufang Luo
    ,
    Wenqiang He
    ,
    Kan Ren
    , Dongsheng Li
  37. Can Graph Learning Improve Planning in LLM-based Agents?
    NeurIPS 2024 ·
    Xixi Wu
    ,
    Yifei Shen
    ,
    Caihua Shan
    ,
    Kaitao Song
    ,
    Siwei Wang
    ,
    Bohang Zhang
    ,
    Jiarui Feng
    ,
    Hong Cheng
    ,
    Wei Chen
    ,
    Yun Xiong
    , Dongsheng Li
  38. Disentangled Prompt Representation for Domain Generalization
    CVPR 2024 ·
    De Cheng
    ,
    Zhipeng Xu
    ,
    Xinyang Jiang
    ,
    Nannan Wang
    , Dongsheng Li,
    Xinbo Gao
  39. EEG2Video: Towards Decoding Dynamic Visual Perception from EEG Signals
    NeurIPS 2024 ·
    Xuan-Hao Liu
    ,
    Yan-Kai Liu
    ,
    Yansen Wang
    ,
    Kan Ren
    ,
    Hanwen Shi
    ,
    Zilong Wang
    , Dongsheng Li,
    Bao-Liang Lu
    ,
    Wei-Long Zheng
  40. Efficient and Effective Time-Series Forecasting with Spiking Neural Networks
    ICML 2024 ·
    Changze Lv
    ,
    Yansen Wang
    ,
    Dongqi Han
    ,
    Xiaoqing Zheng
    ,
    Xuanjing Huang
    , Dongsheng Li
  41. Hierarchical Graph Signal Processing for Collaborative Filtering
    WWW 2024 ·
    Jiafeng Xia
    , Dongsheng Li,
    Hansu Gu
    ,
    Tun Lu
    ,
    Peng Zhang
    ,
    Li Shang
    ,
    Ning Gu
  42. Improving Large Language Models in Event Relation Logical Prediction
    ACL 2024 ·
    Meiqi Chen
    ,
    Yubo Ma
    ,
    Kaitao Song
    ,
    Yixin Cao
    ,
    Yan Zhang
    , Dongsheng Li
  43. LLMs Can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought
    IJCAI 2024 ·
    Zhuoxuan Jiang
    ,
    Haoyuan Peng
    ,
    Shanshan Feng
    ,
    Fan Li
    , Dongsheng Li
  44. Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
    AAAI 2024 ·
    Yubin Wang
    ,
    Xinyang Jiang
    ,
    De Cheng
    , Dongsheng Li,
    Cairong Zhao
  45. LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
    ACL 2024 ·
    Huiqiang Jiang
    ,
    Qianhui Wu
    ,
    Xufang Luo
    , Dongsheng Li,
    Chin-Yew Lin
    ,
    Yuqing Yang
    ,
    Lili Qiu
  46. MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
    NeurIPS 2024 ·
    Huiqiang Jiang
    ,
    Yucheng Li
    ,
    Chengruidong Zhang
    ,
    Qianhui Wu
    ,
    Xufang Luo
    ,
    Surin Ahn
    ,
    Zhenhua Han
    ,
    Amir H. Abdi
    , Dongsheng Li,
    Chin-Yew Lin
    ,
    Yuqing Yang
    ,
    Lili Qiu
  47. Neural Kalman Filtering for Robust Temporal Recommendation
    WSDM 2024 ·
    Jiafeng Xia
    , Dongsheng Li,
    Hansu Gu
    ,
    Tun Lu
    ,
    Peng Zhang
    ,
    Li Shang
    ,
    Ning Gu
  48. Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge
    NeurIPS 2024 ·
    Fang Dong
    ,
    Mengyi Chen
    ,
    Jixian Zhou
    ,
    Yubin Shi
    ,
    Yixuan Chen
    ,
    Mingzhi Dong
    ,
    Yujiang Wang
    , Dongsheng Li,
    Xiaochen Yang
    ,
    Rui Zhu
    ,
    Robert P. Dick
    ,
    Qin Lv
    ,
    Fan Yang
    ,
    Tun Lu
    ,
    Ning Gu
    ,
    Li Shang
  49. Online Video Quality Enhancement with Spatial-Temporal Look-Up Tables
    ECCV 2024 ·
    Zefan Qu
    ,
    Xinyang Jiang
    ,
    Yifan Yang
    , Dongsheng Li,
    Cairong Zhao
  50. Resurrecting Label Propagation for Graphs with Heterophily and Label Noise
    SIGKDD 2024 ·
    Yao Cheng
    ,
    Caihua Shan
    ,
    Yifei Shen
    ,
    Xiang Li
    ,
    Siqiang Luo
    , Dongsheng Li
  51. TaskBench: Benchmarking Large Language Models for Task Automation
    NeurIPS 2024 ·
    Yongliang Shen
    ,
    Kaitao Song
    ,
    Xu Tan
    ,
    Wenqi Zhang
    ,
    Kan Ren
    ,
    Siyu Yuan
    ,
    Weiming Lu
    , Dongsheng Li,
    Yueting Zhuang
  52. Towards Editing Time Series
    NeurIPS 2024 ·
    Baoyu Jing
    ,
    Shuqi Gu
    ,
    Tianyu Chen
    ,
    Zhiyu Yang
    , Dongsheng Li,
    Jingrui He
    ,
    Kan Ren
  53. Training-free Multi-objective Diffusion Model for 3D Molecule Generation
    ICLR 2024 ·
    Xu Han
    ,
    Caihua Shan
    ,
    Yifei Shen
    ,
    Can Xu
    ,
    Han Yang
    ,
    Xiang Li
    , Dongsheng Li
  54. Understanding and Improving Training-free Loss-based Diffusion Guidance
    NeurIPS 2024 ·
    Yifei Shen
    ,
    Xinyang Jiang
    ,
    Yifan Yang
    ,
    Yezhen Wang
    ,
    Dongqi Han
    , Dongsheng Li
  55. Unified Medical Image Pre-training in Language-Guided Common Semantic Space
    ECCV 2024 ·
    Xiaoxuan He
    ,
    Yifan Yang
    ,
    Xinyang Jiang
    ,
    Xufang Luo
    ,
    Haoji Hu
    ,
    Siyun Zhao
    , Dongsheng Li,
    Yuqing Yang
    ,
    Lili Qiu