Mirroring without Overimitation: Learning Functionally Equivalent Manipulation Actions. - Hangxin Liu; Chi Zhang 017; Yixin Zhu 001; Chenfanfu Jiang; Song-Chun Zhu (AAAI, 2019)

MetaStyle: Three-Way Trade-off among Speed, Flexibility, and Quality in Neural Style Transfer. - Chi Zhang 017; Yixin Zhu 001; Song-Chun Zhu (AAAI, 2019)

RAVEN: A Dataset for Relational and Analogical Visual REasoNing. - Chi Zhang 017; Feng Gao 013; Baoxiong Jia; Yixin Zhu 001; Song-Chun Zhu (CVPR, 2019)

Learning Virtual Grasp with Failed Demonstrations via Bayesian Inverse Reinforcement Learning. - Xu Xie 001; Changyang Li; Chi Zhang 017; Yixin Zhu 001; Song-Chun Zhu (IROS, 2019)

Learning Perceptual Inference by Contrasting. - Chi Zhang 017; Baoxiong Jia; Feng Gao 013; Yixin Zhu 001; Hongjing Lu; Song-Chun Zhu (NeurIPS, 2019)

Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning. - Wenhe Zhang; Chi Zhang 017; Yixin Zhu 001; Song-Chun Zhu (AAAI, 2020)

Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense. - Yixin Zhu 001; Tao Gao 004; Lifeng Fan; Siyuan Huang 001; Mark Edmonds; Hangxin Liu; Feng Gao 013; Chi Zhang 017; Siyuan Qi; Ying Nian Wu; Joshua B. Tenenbaum; Song-Chun Zhu (CoRR, 2020)

ACRE: Abstract Causal REasoning Beyond Covariation. - Chi Zhang 017; Baoxiong Jia; Mark Edmonds; Song-Chun Zhu; Yixin Zhu 001 (CVPR, 2021)

Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution. - Chi Zhang 017; Baoxiong Jia; Song-Chun Zhu; Yixin Zhu 001 (CVPR, 2021)

Congestion-aware Multi-agent Trajectory Prediction for Collision Avoidance. - Xu Xie 001; Chi Zhang 017; Yixin Zhu 001; Ying Nian Wu; Song-Chun Zhu (ICRA, 2021)

Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning. - Chi Zhang 017; Sirui Xie; Baoxiong Jia; Ying Nian Wu; Song-Chun Zhu; Yixin Zhu 001 (ECCV (39), 2022)

On the Learning Mechanisms in Physical Reasoning. - Shiqian Li; Kewen Wu 004; Chi Zhang 017; Yixin Zhu 001 (NeurIPS, 2022)

MPI: Evaluating and Inducing Personality in Pre-trained Language Models. - Guangyuan Jiang; Manjie Xu; Song-Chun Zhu; Wenjuan Han; Chi Zhang 017; Yixin Zhu 001 (CoRR, 2022)

EST: Evaluating Scientific Thinking in Artificial Agents. - Manjie Xu; Guangyuan Jiang; Chi Zhang 017; Song-Chun Zhu; Yixin Zhu 001 (CoRR, 2022)

Few-shot Concept Induction through Lenses of Intelligence Quotient Tests - Chi Zhang 017 (2022)

X-VoE: Measuring eXplanatory Violation of Expectation in Physical Events. - Bo Dai 025; Linge Wang; Baoxiong Jia; Zeyu Zhang 001; Song-Chun Zhu; Chi Zhang 017; Yixin Zhu 001 (ICCV, 2023)

MEWL: Few-shot multimodal word learning with referential uncertainty. - Guangyuan Jiang; Manjie Xu; Shiji Xin; Wei Liang 008; Yujia Peng; Chi Zhang 017; Yixin Zhu 001 (ICML, 2023)

BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset. - Jiaming Ji; Mickel Liu; Josef Dai; Xuehai Pan; Chi Zhang 017; Ce Bian; Boyuan Chen 008; Ruiyang Sun; Yizhou Wang 001; Yaodong Yang 001 (NeurIPS, 2023)

Evaluating and Inducing Personality in Pre-trained Language Models. - Guangyuan Jiang; Manjie Xu; Song-Chun Zhu; Wenjuan Han; Chi Zhang 017; Yixin Zhu 001 (NeurIPS, 2023)

Brain in a Vat: On Missing Pieces Towards Artificial General Intelligence in Large Language Models. - Yuxi Ma; Chi Zhang 017; Song-Chun Zhu (CoRR, 2023)

BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset. - Jiaming Ji; Mickel Liu; Juntao Dai; Xuehai Pan; Chi Zhang 017; Ce Bian; Boyuan Zhang; Ruiyang Sun; Yizhou Wang 001; Yaodong Yang 001 (CoRR, 2023)

Active Reasoning in an Open-World Environment. - Manjie Xu; Guangyuan Jiang; Wei Liang 008; Chi Zhang 017; Yixin Zhu 001 (CoRR, 2023)

MEWL: Few-shot multimodal word learning with referential uncertainty. - Guangyuan Jiang; Manjie Xu; Shiji Xin; Wei Liang 008; Yujia Peng; Chi Zhang 017; Yixin Zhu 001 (Zenodo, 2023)

I-PHYRE: Interactive Physical Reasoning. - Shiqian Li; Kewen Wu 004; Chi Zhang 017; Yixin Zhu 001 (ICLR, 2024)

Proposing and solving olympiad geometry with guided tree search. - Chi Zhang 017; Jiajun Song; Siyu Li; Yitao Liang; Yuxi Ma; Wei Wang 115; Yixin Zhu 001; Song-Chun Zhu (CoRR, 2024)

A simulation-heuristics dual-process model for intuitive physics. - Shiqian Li; Yuxi Ma; Jiajun Yan; Bo Dai 025; Yujia Peng; Chi Zhang 017; Yixin Zhu 001 (CoRR, 2025)

Probing and Inducing Combinational Creativity in Vision-Language Models. - Yongqian Peng; Yuxi Ma; Mengmeng Wang; Yuxuan Wang 004; Yizhou Wang 001; Chi Zhang 017; Yixin Zhu 001; Zilong Zheng (CoRR, 2025)