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
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
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
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning. [Link]
Pan Lu,Liang Qiu 0001,Kai-Wei Chang,Ying Nian Wu,Song-Chun Zhu,Tanmay Rajpurohit,Peter Clark,Ashwin Kalyan
International Conference on Learning Representations,2023
Guest Editorial: Introduction to the Special Section on Graphs in Vision and Pattern Analysis. [Link]
Song Bai,Philip H. S. Torr,Ranjay Krishna,Li Fei-Fei 0001,Abhinav Gupta 0001,Song-Chun Zhu
Trans on Pattern Analysis and Machine Intelligence,2023
On the Complexity of Bayesian Generalization. [Link]
Yu-Zhe Shi,Manjie Xu,John E. Hopcroft,Kun He 0001,Joshua B. Tenenbaum,Song-Chun Zhu,Ying Nian Wu,Wenjuan Han,Yixin Zhu
International Conference on Machine Learning,2023
Rearrange Indoor Scenes for Human-Robot Co-Activity. [Link]
Weiqi Wang,Zihang Zhao,Ziyuan Jiao,Yixin Zhu,Song-Chun Zhu,Hangxin Liu
IEEE International Conference on Robotics and Automation,2023
SQA3D: Situated Question Answering in 3D Scenes. [Link]
Xiaojian Ma,Silong Yong,Zilong Zheng,Qing Li 0003,Yitao Liang,Song-Chun Zhu,Siyuan Huang
International Conference on Learning Representations,2023
2022
COAT: Measuring Object Compositionality in Emergent Representations. [Link]
Sirui Xie,Ari S. Morcos,Song-Chun Zhu,Ramakrishna Vedantam
International Conference on Machine Learning,2022
Cascaded Parsing of Human-Object Interaction Recognition. [Link]
Tianfei Zhou,Siyuan Qi,Wenguan Wang,Jianbing Shen,Song-Chun Zhu
Trans on Pattern Analysis and Machine Intelligence,2022
Cooperative Training of Fast Thinking Initializer and Slow Thinking Solver for Conditional Learning. [Link]
Jianwen Xie,Zilong Zheng,Xiaolin Fang 0002,Song-Chun Zhu,Ying Nian Wu
Trans on Pattern Analysis and Machine Intelligence,2022