Textbooks
Monte Carlo Methods
Adrian Barbu and Song-Chun Zhu
Springer, 2020.
Computer Vision: Statistical Models for Marr's Paradigm
Song-Chun Zhu and Yingnian Wu
Springer, 2021
Computer Vision: Stochastic Grammars for Parsing Objects, Scenes, and Events
Song-Chun Zhu and Siyuan Huang
Springer, 2021
Cognitive Models for Visual Commonsense Reasoning
Song-Chun Zhu and Yixin Zhu
Springer, 2021
Monte Carlo Methods
Adrian Barbu and Song-Chun Zhu
Springer, 2020.
Computer Vision: Statistical Models for Marr's Paradigm
Computer Vision: Stochastic Grammars for Parsing Objects, Scenes, and Events
Cognitive Models for Visual Commonsense Reasoning
Journal Publications
2024
Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World. [Link]
Rujie Wu,Xiaojian Ma,Zhenliang Zhang 0002,Wei Wang 0115,Qing Li 0003,Song-Chun Zhu,Yizhou Wang 0001
International Conference on Learning Representations,2024
CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents. [Link]
Siyuan Qi,Shuo Chen,Yexin Li,Xiangyu Kong,Junqi Wang,Bangcheng Yang,Pring Wong,Yifan Zhong,Xiaoyuan Zhang,Zhaowei Zhang,Nian Liu,Yaodong Yang 0001,Song-Chun Zhu
International Conference on Learning Representations,2024
Neural-Symbolic Recursive Machine for Systematic Generalization. [Link]
Qing Li 0003,Yixin Zhu 0001,Yitao Liang,Ying Nian Wu,Song-Chun Zhu,Siyuan Huang 0001
International Conference on Learning Representations,2024
On the Emergence of Symmetrical Reality. [Link]
Zhenliang Zhang 0002,Zeyu Zhang 0001,Ziyuan Jiao,Yao Su 0001,Hangxin Liu,Wei Wang,Song-Chun Zhu
IEEE Virtual Reality conference,2024
ProAgent: Building Proactive Cooperative Agents with Large Language Models. [Link]
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 0001
AAAI Conference on Artificial Intelligence,2024
2023
A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics. [Link]
Qing Li 0003,Siyuan Huang,Yining Hong,Yixin Zhu,Ying Nian Wu,Song-Chun Zhu
International Conference on Learning Representations,2023
ARNOLD: A Benchmark for Language-Grounded Task Learning With Continuous States in Realistic 3D Scenes. [Link]
Ran Gong,Jiangyong Huang,Yizhou Zhao,Haoran Geng,Xiaofeng Gao 0002,Qingyang Wu,Wensi Ai,Ziheng Zhou,Demetri Terzopoulos,Song-Chun Zhu,Baoxiong Jia,Siyuan Huang
International Conference on Computer Vision,2023
Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models. [Link]
Pan Lu,Baolin Peng,Hao Cheng,Michel Galley,Kai-Wei Chang,Ying Nian Wu,Song-Chun Zhu,Jianfeng Gao
Annual Conference on Neural Information Processing Systems,2023
Diffusion-based Generation, Optimization, and Planning in 3D Scenes. [Link]
Siyuan Huang,Zan Wang,Puhao Li,Baoxiong Jia,Tengyu Liu,Yixin Zhu,Wei Liang,Song-Chun Zhu
IEEE Conference on Computer Vision and Pattern Recognition,2023
Diplomat: A Dialogue Dataset for Situated PragMATic Reasoning. [Link]
Hengli Li,Song-Chun Zhu,Zilong Zheng
Annual Conference on Neural Information Processing Systems,2023