PPaperPicks

Peng Ye

Chinese University of Hong Kong

33 papers at tracked venues · 31 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Tao Chen
×17
Wanli Ouyang
×15
Lei Bai
×9
Shengji Tang
×6
Dongzhan Zhou
×6
Weihao Lin
×5
Shuyue Hu
×5
Chong Yu
×5
Yuchen Ren
×4
Jianjian Cao
×3
Bo Zhang
×3
Yiqun Zhang
×3

Papers

  1. A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement
    ACL 2026 ·
    Shengji Tang
    ,
    Jianjian Cao
    ,
    Weihao Lin
    ,
    Jiale Hong
    ,
    Bo Zhang
    ,
    Shuyue Hu
    ,
    Lei Bai
    ,
    Tao Chen
    ,
    Wanli Ouyang
    , Peng Ye
  2. LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing
    ACL 2026 ·
    Hao Li
    ,
    Yiqun Zhang
    ,
    Zhaoyan Guo
    ,
    Chenxu Wang
    ,
    Shengji Tang
    ,
    Qiaosheng Zhang
    ,
    Yang Chen
    ,
    Biqing Qi
    , Peng Ye,
    Lei Bai
    ,
    Zhen Wang
    ,
    Shuyue Hu
  3. Mitigating Low-Quality Reasoning in MLLMs: Self-Driven Refined Multimodal CoT with Selective Thinking and Step-wise Visual Enhancement
    AAAI 2026 ·
    Chongjun Tu
    , Peng Ye,
    Dongzhan Zhou
    ,
    Tao Chen
    ,
    Wanli Ouyang
  4. Nature-Inspired Population-Based Evolution of Large Language Models
    ACL 2026 ·
    Yiqun Zhang
    , Peng Ye,
    Xiaocui Yang
    ,
    Shi Feng
    ,
    Shufei Zhang
    ,
    Lei Bai
    ,
    Wanli Ouyang
    ,
    Shuyue Hu
  5. The Avengers: A Routing Recipe for Collective Intelligence in Language Models
    AAAI 2026 ·
    Yiqun Zhang
    ,
    Hao Li
    ,
    Chenxu Wang
    ,
    Linyao Chen
    ,
    Qiaosheng Zhang
    , Peng Ye,
    Shi Feng
    ,
    Xinrun Wang
    ,
    Xu Jia
    ,
    Lei Bai
    ,
    Shuyue Hu
  6. A CLIP-Powered Framework for Robust and Generalizable Data Selection
    ICLR 2025 ·
    Suorong Yang
    , Peng Ye,
    Wanli Ouyang
    ,
    Dongzhan Zhou
    ,
    Furao Shen
  7. All-in-One: Transferring Vision Foundation Models into Stereo Matching
    AAAI 2025 ·
    Jingyi Zhou
    ,
    Haoyu Zhang
    ,
    Jiakang Yuan
    , Peng Ye,
    Tao Chen
    ,
    Hao Jiang
    ,
    Meiya Chen
    ,
    Yangyang Zhang
  8. Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models
    EMNLP 2025 ·
    Haonan He
    ,
    Yuchen Ren
    ,
    Yining Tang
    ,
    Ziyang Xu
    ,
    Junxian Li
    ,
    Minghao Yang
    ,
    Di Zhang
    ,
    Dong Yuan
    ,
    Tao Chen
    ,
    Shufei Zhang
    ,
    Yuqiang Li
    ,
    Nanqing Dong
    ,
    Wanli Ouyang
    ,
    Dongzhan Zhou
    , Peng Ye
  9. Breaking the Compression Ceiling: Data-Free Pipeline for Ultra-Efficient Delta Compression
    NeurIPS 2025 ·
    Xiaohui Wang
    , Peng Ye,
    Chenyu Huang
    ,
    Shenghe Zheng
    ,
    Bo Zhang
    ,
    Lei Bai
    ,
    Wanli Ouyang
    ,
    Tao Chen
  10. Consistency-aware Self-Training for Iterative-based Stereo Matching
    CVPR 2025 ·
    Jingyi Zhou
    , Peng Ye,
    Haoyu Zhang
    ,
    Jiakang Yuan
    ,
    Rao Qiang
    ,
    Yangchenxu Liu
    ,
    Wu Cailin
    ,
    Feng Xu
    ,
    Tao Chen
  11. Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning
    CVPR 2025 ·
    Di Zhang
    ,
    Jingdi Lei
    ,
    Junxian Li
    ,
    Xunzhi Wang
    ,
    Yujie Liu
    ,
    Zonglin Yang
    ,
    Jiatong Li
    ,
    Weida Wang
    ,
    Suorong Yang
    ,
    Jianbo Wu
    , Peng Ye,
    Wanli Ouyang
    ,
    Dongzhan Zhou
  12. DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models
    CVPR 2025 ·
    Yongqi Huang
    , Peng Ye,
    Chenyu Huang
    ,
    Jianjian Cao
    ,
    Lin Zhang
    ,
    Baopu Li
    ,
    Gang Yu
    ,
    Tao Chen
  13. FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding
    NeurIPS 2025 ·
    Chongjun Tu
    ,
    Lin Zhang
    ,
    Pengtao Chen
    , Peng Ye,
    Xianfang Zeng
    ,
    Wei Cheng
    ,
    Gang Yu
    ,
    Tao Chen
  14. GoRA: Gradient-driven Adaptive Low Rank Adaptation
    NeurIPS 2025 ·
    Haonan He
    , Peng Ye,
    Yuchen Ren
    ,
    Yuan Yuan
    ,
    Luyang Zhou
    ,
    Shucun Ju
    ,
    Lei Chen
  15. HiSplat: Hierarchical 3D Gaussian Splatting for Generalizable Sparse-View Reconstruction
    ICLR 2025 ·
    Shengji Tang
    ,
    Weicai Ye
    , Peng Ye,
    Weihao Lin
    ,
    Yang Zhou
    ,
    Tao Chen
    ,
    Wanli Ouyang
  16. Less is More: Efficient Model Merging with Binary Task Switch
    CVPR 2025 ·
    Biqing Qi
    ,
    Fangyuan Li
    ,
    Zhen Wang
    ,
    Junqi Gao
    ,
    Dong Li
    , Peng Ye,
    Bowen Zhou
  17. MLLM-ISU: The First-Ever Comprehensive Benchmark for Multimodal Large Language Models based Intrusion Scene Understanding
    NeurIPS 2025 ·
    Fujun Han
    , Peng Ye
  18. PaceLLM: Brain-Inspired Large Language Models for Long-Context Understanding
    NeurIPS 2025 ·
    Kangcong Li
    , Peng Ye,
    Chongjun Tu
    ,
    Lin Zhang
    ,
    Chunfeng Song
    ,
    Jiamin Wu
    ,
    Tao Yang
    ,
    Qihao Zheng
    ,
    Tao Chen
  19. Revisiting Convolution Architecture in the Realm of DNA Foundation Models
    ICLR 2025 ·
    Yu Bo
    ,
    Weian Mao
    ,
    Yanjun Shao
    ,
    Weiqiang Bai
    , Peng Ye,
    Xinzhu Ma
    ,
    Junbo Zhao
    ,
    Hao Chen
    ,
    Chunhua Shen
  20. Scaling Physical Reasoning with the PHYSICS Dataset
    NeurIPS 2025 ·
    Shenghe Zheng
    ,
    Qianjia Cheng
    ,
    Junchi Yao
    ,
    Mengsong Wu
    ,
    Haonan He
    ,
    Ning Ding
    ,
    Yu Cheng
    ,
    Shuyue Hu
    ,
    Lei Bai
    ,
    Dongzhan Zhou
    ,
    Ganqu Cui
    , Peng Ye
  21. When Dynamic Data Selection Meets Data Augmentation: Achieving Enhanced Training Acceleration
    ICML 2025 ·
    Suorong Yang
    , Peng Ye,
    Furao Shen
    ,
    Dongzhan Zhou
  22. scMRDR: A scalable and flexible framework for unpaired single-cell multi-omics data integration
    NeurIPS 2025 ·
    Jianle Sun
    ,
    Chaoqi Liang
    ,
    Ran Wei
    ,
    Peng Zheng
    ,
    Lei Bai
    ,
    Wanli Ouyang
    ,
    Hongliang Yan
    , Peng Ye
  23. Ada-iD: Active Domain Adaptation for Intrusion Detection
    ACM MM 2024 ·
    Fujun Han
    , Peng Ye,
    Shukai Duan
    ,
    Lidan Wang
  24. BEACON: Benchmark for Comprehensive RNA Tasks and Language Models
    NeurIPS 2024 ·
    Yuchen Ren
    ,
    Zhiyuan Chen
    ,
    Lifeng Qiao
    ,
    Hongtai Jing
    ,
    Yuchen Cai
    ,
    Sheng Xu
    , Peng Ye,
    Xinzhu Ma
    ,
    Siqi Sun
    ,
    Hongliang Yan
    ,
    Dong Yuan
    ,
    Wanli Ouyang
    ,
    Xihui Liu
  25. Boosting Residual Networks with Group Knowledge
    AAAI 2024 ·
    Shengji Tang
    , Peng Ye,
    Baopu Li
    ,
    Weihao Lin
    ,
    Tao Chen
    ,
    Tong He
    ,
    Chong Yu
    ,
    Wanli Ouyang
  26. CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling
    ICML 2024 ·
    Junchao Gong
    ,
    Lei Bai
    , Peng Ye,
    Wanghan Xu
    ,
    Na Liu
    ,
    Jianhua Dai
    ,
    Xiaokang Yang
    ,
    Wanli Ouyang
  27. EMR-Merging: Tuning-Free High-Performance Model Merging
    NeurIPS 2024 ·
    Chenyu Huang
    , Peng Ye,
    Tao Chen
    ,
    Tong He
    ,
    Xiangyu Yue
    ,
    Wanli Ouyang
  28. Enhanced Sparsification via Stimulative Training
    ECCV 2024 ·
    Shengji Tang
    ,
    Weihao Lin
    ,
    Hancheng Ye
    , Peng Ye,
    Chong Yu
    ,
    Baopu Li
    ,
    Tao Chen
  29. FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation
    NeurIPS 2024 ·
    Kun Chen
    , Peng Ye,
    Hao Chen
    ,
    Kang Chen
    ,
    Tao Han
    ,
    Wanli Ouyang
    ,
    Tao Chen
    ,
    Lei Bai
  30. MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer
    CVPR 2024 ·
    Jianjian Cao
    , Peng Ye,
    Shengze Li
    ,
    Chong Yu
    ,
    Yansong Tang
    ,
    Jiwen Lu
    ,
    Tao Chen
  31. Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA
    NeurIPS 2024 ·
    Lifeng Qiao
    , Peng Ye,
    Yuchen Ren
    ,
    Weiqiang Bai
    ,
    Chaoqi Liang
    ,
    Xinzhu Ma
    ,
    Nanqing Dong
    ,
    Wanli Ouyang
  32. Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression
    CVPR 2024 ·
    Hancheng Ye
    ,
    Chong Yu
    , Peng Ye,
    Renqiu Xia
    ,
    Yansong Tang
    ,
    Jiwen Lu
    ,
    Tao Chen
    ,
    Bo Zhang
  33. S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning
    NeurIPS 2024 ·
    Weihao Lin
    ,
    Shengji Tang
    ,
    Chong Yu
    , Peng Ye,
    Tao Chen