(* indicates equal contribution)

Partitioning the Perception of Physical and Social Events Within a Unified Psychological Space

Tianmin Shu, Yujia Peng, Hongjing Lu, and Song-Chun Zhu.

41st Annual Meeting of the Cognitive Science Society (CogSci), 2019.

(Oral presentation)

Paper   Project   Bibtex

VRKitchen: an Interactive 3D Environment for Learning Real Life Cooking Tasks

Xiaofeng Gao, Ran Gong, Tianmin Shu, Xu Xie, Shu Wang, and Song-Chun Zhu.

ICML workshop on Reinforcement Learning for Real Life, 2019.

Paper   Project   Code   Media   Bibtex

M^3RL: Mind-aware Multi-agent Management Reinforcement Learning

Tianmin Shu and Yuandong Tian.

7th International Conference on Learning Representations (ICLR), 2019.

Paper   Code   Bibtex

Where and Why Are They Looking? Jointly Inferring Human Attention and Intentions in Complex Tasks

Ping Wei, Yang Liu, Tianmin Shu, Nanning Zheng, and Song-Chun Zhu.

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Paper   Bibtex

Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning

Tianmin Shu, Caiming Xiong, and Richard Socher.

6th International Conference on Learning Representations (ICLR), 2018.

Paper   Media   Bibtex

Learning and Inferring "Dark Matter"
and Predicting Human Intents and Trajectories in Videos

Dan Xie, Tianmin Shu, Sinisa Todorovic, and Song-Chun Zhu.

IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 40(7): 1639-1652, 2018.

Paper   Project   Bibtex

Perception of Human Interaction Based on Motion Trajectories: from Aerial Videos to Decontextualized Animations

Tianmin Shu*, Yujia Peng*, Lifeng Fan, Hongjing Lu, and Song-Chun Zhu.

Topics in Cognitive Science, 10(1): 225 - 241, 2018.

Paper   Bibtex

Inferring Human Interaction from Motion Trajectories in Aerial Videos

Tianmin Shu*, Yujia Peng*, Lifeng Fan, Hongjing Lu, and Song-Chun Zhu.

39th Annual Meeting of the Cognitive Science Society (CogSci), 2017.

(Computational Modeling Prize)

Paper   Project   Bibtex

CERN: Confidence-Energy Recurrent Network for Group Activity Recognition

Tianmin Shu, Sinisa Todorovic, and Song-Chun Zhu.

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.

Paper   Supp   Bibtex

Learning Social Affordance Grammar from Videos:
Transferring Human Interactions to Human-Robot Interactions

Tianmin Shu, Xiaofeng Gao, Michael S. Ryoo, and Song-Chun Zhu.

IEEE International Conference on Robotics and Automation (ICRA), 2017.

Paper   Project   Slides   Media   Bibtex

Critical Features of Joint Actions that Signal Human Interaction

Tianmin Shu*, Steven Thurman*, Dawn Chen, Song-Chun Zhu, and Hongjing Lu.

38th Annual Meeting of the Cognitive Science Society (CogSci), 2016.

Paper   Bibtex

Learning Social Affordance for Human-Robot Interaction

Tianmin Shu, M. S. Ryoo, and Song-Chun Zhu.

25th International Joint Conference on Artificial Intelligence (IJCAI), 2016.

Paper   Project   Slides   Bibtex

Joint Inference of Groups, Events and Human Roles in Aerial Videos

Tianmin Shu, Dan Xie, Brandon Rothrock, Sinisa Todorovic, and Song-Chun Zhu.

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.

(Oral presentation, acceptance rate: 71/2123 = 3.3%)

Paper   Project   Supp  Slides   Bibtex