PPaperPicks

Song-Chun Zhu

University of California, Department of Statistics, Los Angeles, CA, USA

34 papers at tracked venues · 30 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0009-0009-9458-5583 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×8ACL ×6ICLR ×5AAAI ×4CVPR ×4ICML ×3IROS ×2EMNLP ×1RSS ×1

Frequent coauthors

Qing Li
×10
Yaodong Yang
×8
Siyuan Huang
×8
Xue Feng
×7
Xiaojian Ma
×6
Fanqi Kong
×5
Zhi Gao
×5
Xiaoyuan Zhang
×5
Siyuan Qi
×5
Yizhe Huang
×5
Bofei Zhang
×4
Tao Yuan
×4

Papers

  1. JurisBench: A Deep Benchmark for Assessing Large Language Models in Professional Legal Practice
    ACL 2026 ·
    Ziang Chen
    ,
    Guannan Li
    ,
    Fanlin Ji
    ,
    Yipeng Kang
    ,
    Jiaqi Li
    ,
    Muhan Zhang
    ,
    Yangtao Zhang
    ,
    Li Tianjiao
    ,
    Jiannan Wang
    ,
    Xin Guo
    , Song-Chun Zhu,
    Bin Ling
  2. SIV-Bench: A Video Benchmark for Social Interaction Understanding and Reasoning
    ACL 2026 ·
    Fanqi Kong
    ,
    Weiqin Zu
    ,
    Xinyu Chen
    ,
    Yaodong Yang
    , Song-Chun Zhu,
    Xue Feng
  3. TongUI: Internet-Scale Trajectories from Multimodal Web Tutorials for Generalized GUI Agents
    AAAI 2026 ·
    Bofei Zhang
    ,
    Zirui Shang
    ,
    Zhi Gao
    ,
    Wang Zhang
    ,
    Rui Xie
    ,
    Xiaojian Ma
    ,
    Tao Yuan
    ,
    Xinxiao Wu
    , Song-Chun Zhu,
    Qing Li
  4. Video Echoed in Music: Semantic, Temporal, and Rhythmic Alignment for Video-to-Music Generation
    AAAI 2026 ·
    Xinyi Tong
    ,
    Yiran Zhu
    ,
    Jishang Chen
    ,
    Chunru Zhan
    ,
    Tianle Wang
    ,
    Sirui Zhang
    ,
    Nian Liu
    ,
    Tiezheng Ge
    ,
    Duo Xu
    ,
    Xin Jin
    ,
    Feng Yu
    , Song-Chun Zhu
  5. v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound
    ACL 2026 ·
    Zhengpeng Shi
    ,
    Yanpeng Zhao
    ,
    Jianqun Zhou
    ,
    Yuxuan Wang
    ,
    Qinrong Cui
    ,
    Wei Bi
    , Song-Chun Zhu,
    Bo Zhao
    ,
    Zilong Zheng
  6. Building Interactable Replicas of Complex Articulated Objects via Gaussian Splatting
    ICLR 2025 ·
    Yu Liu
    ,
    Baoxiong Jia
    ,
    Ruijie Lu
    ,
    Junfeng Ni
    , Song-Chun Zhu,
    Siyuan Huang
  7. Decompositional Neural Scene Reconstruction with Generative Diffusion Prior
    CVPR 2025 ·
    Junfeng Ni
    ,
    Yu Liu
    ,
    Ruijie Lu
    ,
    Zirui Zhou
    , Song-Chun Zhu,
    Yixin Chen
    ,
    Siyuan Huang
  8. Differentiable Information Enhanced Model-Based Reinforcement Learning
    AAAI 2025 ·
    Xiaoyuan Zhang
    ,
    Xinyan Cai
    ,
    Bo Liu
    ,
    Weidong Huang
    , Song-Chun Zhu,
    Siyuan Qi
    ,
    Yaodong Yang
  9. Enhancing LLM-Based Social Bot via an Adversarial Learning Framework
    EMNLP 2025 ·
    Fanqi Kong
    ,
    Xiaoyuan Zhang
    ,
    Xinyu Chen
    ,
    Yaodong Yang
    , Song-Chun Zhu,
    Xue Feng
  10. Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning
    NeurIPS 2025 ·
    Pengxiang Li
    ,
    Zhi Gao
    ,
    Bofei Zhang
    ,
    Yapeng Mi
    ,
    Xiaojian (Shawn) Ma
    ,
    Chenrui Shi
    ,
    Tao Yuan
    ,
    Yuwei Wu
    ,
    Yunde Jia
    , Song-Chun Zhu,
    Qing Li
  11. METASCENES: Towards Automated Replica Creation for Real-world 3D Scans
    CVPR 2025 ·
    Huangyue Yu
    ,
    Baoxiong Jia
    ,
    Yixin Chen
    ,
    Yandan Yang
    ,
    Puhao Li
    ,
    Rongpeng Su
    ,
    Jiaxin Li
    ,
    Qing Li
    ,
    Wei Liang
    , Song-Chun Zhu,
    Tengyu Liu
    ,
    Siyuan Huang
  12. Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage
    ICLR 2025 ·
    Zhi Gao
    ,
    Bofei Zhang
    ,
    Pengxiang Li
    ,
    Xiaojian Ma
    ,
    Tao Yuan
    ,
    Yue Fan
    ,
    Yuwei Wu
    ,
    Yunde Jia
    , Song-Chun Zhu,
    Qing Li
  13. ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection
    ACL 2025 ·
    Jiaqi Li
    ,
    Xinyi Dong
    ,
    Yang Liu
    ,
    Zhizhuo Yang
    ,
    Quansen Wang
    ,
    Xiaobo Wang
    , Song-Chun Zhu,
    Zixia Jia
    ,
    Zilong Zheng
  14. Social World Model-Augmented Mechanism Design Policy Learning
    NeurIPS 2025 ·
    Xiaoyuan Zhang
    ,
    Yizhe Huang
    ,
    Chengdong Ma
    ,
    Zhixun Chen
    ,
    Long Ma
    ,
    Yali Du
    , Song-Chun Zhu,
    Yaodong Yang
    ,
    Xue Feng
  15. Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis
    CVPR 2025 ·
    Jiangyong Huang
    ,
    Baoxiong Jia
    ,
    Yan Wang
    ,
    Ziyu Zhu
    ,
    Xiongkun Linghu
    ,
    Qing Li
    , Song-Chun Zhu,
    Siyuan Huang
  16. World Models Should Prioritize the Unification of Physical and Social Dynamics
    NeurIPS 2025 ·
    Xiaoyuan Zhang
    ,
    Chengdong Ma
    ,
    Yizhe Huang
    ,
    Weidong Huang
    ,
    Siyuan Qi
    , Song-Chun Zhu,
    Xue Feng
    ,
    Yaodong Yang
  17. AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making
    NeurIPS 2024 ·
    Yizhe Huang
    ,
    Xingbo Wang
    ,
    Hao Liu
    ,
    Fanqi Kong
    ,
    Aoyang Qin
    ,
    Min Tang
    ,
    Xiaoxi Wang
    , Song-Chun Zhu,
    Mingjie Bi
    ,
    Siyuan Qi
    ,
    Xue Feng
  18. Ag2Manip: Learning Novel Manipulation Skills with Agent-Agnostic Visual and Action Representations
    IROS 2024 ·
    Puhao Li
    ,
    Tengyu Liu
    ,
    Yuyang Li
    ,
    Muzhi Han
    ,
    Haoran Geng
    ,
    Shu Wang
    ,
    Yixin Zhu
    , Song-Chun Zhu,
    Siyuan Huang
  19. An Embodied Generalist Agent in 3D World
    ICML 2024 ·
    Jiangyong Huang
    ,
    Silong Yong
    ,
    Xiaojian Ma
    ,
    Xiongkun Linghu
    ,
    Puhao Li
    ,
    Yan Wang
    ,
    Qing Li
    , Song-Chun Zhu,
    Baoxiong Jia
    ,
    Siyuan Huang
  20. Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World
    ICLR 2024 ·
    Rujie Wu
    ,
    Xiaojian Ma
    ,
    Zhenliang Zhang
    ,
    Wei Wang
    ,
    Qing Li
    , Song-Chun Zhu,
    Yizhou Wang
  21. CLOVA: A Closed-LOop Visual Assistant with Tool Usage and Update
    CVPR 2024 ·
    Zhi Gao
    ,
    Yuntao Du
    ,
    Xintong Zhang
    ,
    Xiaojian Ma
    ,
    Wenjuan Han
    , Song-Chun Zhu,
    Qing Li
  22. CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents
    ICLR 2024 ·
    Siyuan Qi
    ,
    Shuo Chen
    ,
    Yexin Li
    ,
    Xiangyu Kong
    ,
    Junqi Wang
    ,
    Bangcheng Yang
    ,
    Pring Wong
    ,
    Yifan Zhong
    ,
    Xiaoyuan Zhang
    ,
    Zhaowei Zhang
    ,
    Nian Liu
    ,
    Yaodong Yang
    , Song-Chun Zhu
  23. Efficient Adaptation in Mixed-Motive Environments via Hierarchical Opponent Modeling and Planning
    ICML 2024 ·
    Yizhe Huang
    ,
    Anji Liu
    ,
    Fanqi Kong
    ,
    Yaodong Yang
    , Song-Chun Zhu,
    Xue Feng
  24. FIRE: A Dataset for Feedback Integration and Refinement Evaluation of Multimodal Models
    NeurIPS 2024 ·
    Pengxiang Li
    ,
    Zhi Gao
    ,
    Bofei Zhang
    ,
    Tao Yuan
    ,
    Yuwei Wu
    ,
    Mehrtash Harandi
    ,
    Yunde Jia
    , Song-Chun Zhu,
    Qing Li
  25. Fast Peer Adaptation with Context-aware Exploration
    ICML 2024 ·
    Long Ma
    ,
    Yuanfei Wang
    ,
    Fangwei Zhong
    , Song-Chun Zhu,
    Yizhou Wang
  26. INTERPRET: Interactive Predicate Learning from Language Feedback for Generalizable Task Planning
    RSS 2024 ·
    Muzhi Han
    ,
    Yifeng Zhu
    , Song-Chun Zhu,
    Ying Nian Wu
    ,
    Yuke Zhu
  27. LLM3: Large Language Model-based Task and Motion Planning with Motion Failure Reasoning
    IROS 2024 ·
    Shu Wang
    ,
    Muzhi Han
    ,
    Ziyuan Jiao
    ,
    Zeyu Zhang
    ,
    Ying Nian Wu
    , Song-Chun Zhu,
    Hangxin Liu
  28. LangSuit·E: Planning, Controlling and Interacting with Large Language Models in Embodied Text Environments
    ACL 2024 ·
    Zixia Jia
    ,
    Mengmeng Wang
    ,
    Baichen Tong
    , Song-Chun Zhu,
    Zilong Zheng
  29. Learning to Balance Altruism and Self-interest Based on Empathy in Mixed-Motive Games
    NeurIPS 2024 ·
    Fanqi Kong
    ,
    Yizhe Huang
    , Song-Chun Zhu,
    Siyuan Qi
    ,
    Xue Feng
  30. Mars: Situated Inductive Reasoning in an Open-World Environment
    NeurIPS 2024 ·
    Xiaojuan Tang
    ,
    Jiaqi Li
    ,
    Yitao Liang
    , Song-Chun Zhu,
    Muhan Zhang
    ,
    Zilong Zheng
  31. Neural-Symbolic Recursive Machine for Systematic Generalization
    ICLR 2024 ·
    Qing Li
    ,
    Yixin Zhu
    ,
    Yitao Liang
    ,
    Ying Nian Wu
    , Song-Chun Zhu,
    Siyuan Huang
  32. PhyRecon: Physically Plausible Neural Scene Reconstruction
    NeurIPS 2024 ·
    Junfeng Ni
    ,
    Yixin Chen
    ,
    Bohan Jing
    ,
    Nan Jiang
    ,
    Bin Wang
    ,
    Bo Dai
    ,
    Puhao Li
    ,
    Yixin Zhu
    , Song-Chun Zhu,
    Siyuan Huang
  33. ProAgent: Building Proactive Cooperative Agents with Large Language Models
    AAAI 2024 ·
    Ceyao Zhang
    ,
    Kaijie Yang
    ,
    Siyi Hu
    ,
    Zihao Wang
    ,
    Guanghe Li
    ,
    Yihang Sun
    ,
    Cheng Zhang
    ,
    Zhaowei Zhang
    ,
    Anji Liu
    , Song-Chun Zhu,
    Xiaojun Chang
    ,
    Junge Zhang
    ,
    Feng Yin
    ,
    Yitao Liang
    ,
    Yaodong Yang
  34. RulE: Knowledge Graph Reasoning with Rule Embedding
    ACL 2024 ·
    Xiaojuan Tang
    , Song-Chun Zhu,
    Yitao Liang
    ,
    Muhan Zhang