PPaperPicks

Dongzhan Zhou

22 papers at tracked venues · 18 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Wanli Ouyang
×13
Peng Ye
×6
Yuqiang Li
×5
Ben Gao
×4
Yujie Liu
×4
Zonglin Yang
×4
Tong Xie
×4
Shixiang Tang
×4
Di Zhang
×4
Erik Cambria
×3
Suorong Yang
×3
Junxian Li
×3

Papers

  1. Deep Research Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks
    AAAI 2026 ·
    Haiyuan Wan
    ,
    Chen Yang
    ,
    Junchi Yu
    ,
    Meiqi Tu
    ,
    Jiaxuan Lu
    ,
    Di Yu
    ,
    Jianbao Cao
    ,
    Ben Gao
    ,
    Jiaqing Xie
    ,
    Aoran Wang
    ,
    Wenlong Zhang
    ,
    Philip Torr
    , Dongzhan Zhou
  2. 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
  3. ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition
    ACL 2026 ·
    Yujie Liu
    ,
    Zonglin Yang
    ,
    Tong Xie
    ,
    Jinjie Ni
    ,
    Ben Gao
    ,
    Yuqiang Li
    ,
    Shixiang Tang
    ,
    Wanli Ouyang
    ,
    Erik Cambria
    , Dongzhan Zhou
  4. A CLIP-Powered Framework for Robust and Generalizable Data Selection
    ICLR 2025 ·
    Suorong Yang
    ,
    Peng Ye
    ,
    Wanli Ouyang
    , Dongzhan Zhou,
    Furao Shen
  5. Accelerating 3D Molecule Generative Models with Trajectory Diagnosis
    NeurIPS 2025 ·
    Zhilong Zhang
    ,
    Yuxuan Song
    ,
    Yichun Wang
    ,
    Jingjing Gong
    ,
    Hanlin Wu
    , Dongzhan Zhou,
    Hao Zhou
    ,
    Wei-Ying Ma
  6. 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
  7. CFSSeg: Closed-Form Solution for Class-Incremental Semantic Segmentation of 2D Images and 3D Point Clouds
    ACM MM 2025 ·
    Jiaxu Li
    ,
    Rui Li
    ,
    Jianyu Qi
    ,
    Songning Lai
    ,
    Linpu Lv
    ,
    Kejia Fan
    ,
    Jianheng Tang
    ,
    Yutao Yue
    , Dongzhan Zhou,
    Yunhuai Liu
    ,
    Huiping Zhuang
  8. CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation
    ICCV 2025 ·
    Jianyu Wu
    ,
    Yizhou Wang
    ,
    Xiangyu Yue
    ,
    Xinzhu Ma
    ,
    Jinyang Guo
    , Dongzhan Zhou,
    Wanli Ouyang
    ,
    Shixiang Tang
  9. Can Knowledge-Graph-based Retrieval Augmented Generation Really Retrieve What You Need?
    NeurIPS 2025 ·
    Junchi Yu
    ,
    Yujie Liu
    ,
    Jindong Gu
    ,
    Philip H. S. Torr
    , Dongzhan Zhou
  10. ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area
    AAAI 2025 ·
    Junxian Li
    ,
    Di Zhang
    ,
    Xunzhi Wang
    ,
    Zeying Hao
    ,
    Jingdi Lei
    ,
    Qian Tan
    ,
    Cai Zhou
    ,
    Wei Liu
    ,
    Yaotian Yang
    ,
    Xinrui Xiong
    ,
    Weiyun Wang
    ,
    Zhe Chen
    ,
    Wenhai Wang
    ,
    Wei Li
    ,
    Mao Su
    ,
    Shufei Zhang
    ,
    Wanli Ouyang
    ,
    Yuqiang Li
    , Dongzhan Zhou
  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. LLaMA-Berry: Pairwise Optimization for Olympiad-level Mathematical Reasoning via O1-like Monte Carlo Tree Search
    NAACL 2025 ·
    Di Zhang
    ,
    Jianbo Wu
    ,
    Jingdi Lei
    ,
    Tong Che
    ,
    Jiatong Li
    ,
    Tong Xie
    ,
    Xiaoshui Huang
    ,
    Shufei Zhang
    ,
    Marco Pavone
    ,
    Yuqiang Li
    ,
    Wanli Ouyang
    , Dongzhan Zhou
  13. LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents
    NeurIPS 2025 ·
    Rui Li
    ,
    Zixuan Hu
    ,
    Wenxi Qu
    ,
    Jinouwen Zhang
    ,
    Zhenfei Yin
    ,
    Sha Zhang
    ,
    Xuantuo Huang
    ,
    Hanqing Wang
    ,
    Tai Wang
    ,
    Jiangmiao Pang
    ,
    Wanli Ouyang
    ,
    Lei Bai
    ,
    Wangmeng Zuo
    ,
    Lingyu Duan
    , Dongzhan Zhou,
    Shixiang Tang
  14. MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search
    NeurIPS 2025 ·
    Zonglin Yang
    ,
    Wanhao Liu
    ,
    Ben Gao
    ,
    Yujie Liu
    ,
    Wei Li
    ,
    Tong Xie
    ,
    Lidong Bing
    ,
    Wanli Ouyang
    ,
    Erik Cambria
    , Dongzhan Zhou
  15. MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
    ICLR 2025 ·
    Zonglin Yang
    ,
    Wanhao Liu
    ,
    Ben Gao
    ,
    Tong Xie
    ,
    Yuqiang Li
    ,
    Wanli Ouyang
    ,
    Soujanya Poria
    ,
    Erik Cambria
    , Dongzhan Zhou
  16. MokA: Multimodal Low-Rank Adaptation for MLLMs
    NeurIPS 2025 ·
    Yake Wei
    ,
    Yu Miao
    , Dongzhan Zhou,
    Di Hu
  17. 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
  18. Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning
    NeurIPS 2025 ·
    Yuhao Zhou
    ,
    Yiheng Wang
    ,
    Xuming He
    ,
    Ruoyao Xiao
    ,
    Zhiwei Li
    ,
    Qiantai Feng
    ,
    Zijie Guo
    ,
    Yuejin Yang
    ,
    Hao Wu
    ,
    Wenxuan Huang
    ,
    Jiaqi Wei
    ,
    Dan Si
    ,
    Xiuqi Yao
    ,
    Jia Bu
    ,
    Haiwen Huang
    ,
    Tianfan Fu
    ,
    Shixiang Tang
    ,
    Ben Fei
    , Dongzhan Zhou,
    Fenghua Ling
    ,
    Yan Lu
    ,
    Siqi Sun
    ,
    Chenhui Li
    ,
    Guanjie Zheng
    ,
    Jiancheng Lv
    ,
    Wenlong Zhang
    ,
    Lei Bai
  19. SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning
    NeurIPS 2025 ·
    Weijian Mai
    ,
    Jiamin Wu
    ,
    Yu Zhu
    ,
    Zhouheng Yao
    , Dongzhan Zhou,
    Andrew Luo
    ,
    Qihao Zheng
    ,
    Wanli Ouyang
    ,
    Chunfeng Song
  20. When Dynamic Data Selection Meets Data Augmentation: Achieving Enhanced Training Acceleration
    ICML 2025 ·
    Suorong Yang
    ,
    Peng Ye
    ,
    Furao Shen
    , Dongzhan Zhou
  21. LOCR: Location-Guided Transformer for Optical Character Recognition
    EMNLP 2024 ·
    Yu Sun
    , Dongzhan Zhou,
    Chen Lin
    ,
    Conghui He
    ,
    Wanli Ouyang
    ,
    Han-Sen Zhong
  22. Ref-AVS: Refer and Segment Objects in Audio-Visual Scenes
    ECCV 2024 ·
    Yaoting Wang
    ,
    Peiwen Sun
    , Dongzhan Zhou,
    Guangyao Li
    ,
    Honggang Zhang
    ,
    Di Hu