Analogy

[arXiv22] To think inside the box, or to think out of the box? Scientific discovery via the reciprocation of insights and concepts

If scientific discovery is one of the main driving forces of human progress, insight is the fuel for the engine, which has long …

Yu-Zhe Shi, Manjie Xu, Wenjuan Han, Yixin Zhu

[ECCV22] Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning

Is intelligence realized by connectionist or classicist? While connectionist approaches have achieved superhuman performance, there has …

Chi Zhang, Sirui Xie, Baoxiong Jia, Ying Nian Wu, Song-Chun Zhu, Yixin Zhu

[ECCV22] Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning

[CVPR21] ACRE: Abstract Causal Reasoning Beyond Covariation

Causal induction, i.e., identifying unobservable mechanisms that lead to the observable relations among variables, has played a pivotal …

Chi Zhang, Baoxiong Jia, Mark Edmonds, Song-Chun Zhu, Yixin Zhu

[CVPR21] Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution

Spatial-temporal reasoning is a challenging task in Artificial Intelligence (AI) due to its demanding but unique nature: a theoretic …

Chi Zhang, Baoxiong Jia, Song-Chun Zhu, Yixin Zhu

[CVPR21] Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution

[AAAI20] Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning

As a comprehensive indicator of mathematical thinking and intelligence, the number sense (Dehaene 2011) bridges the induction of …

Wenhe Zhang, Chi Zhang, Yixin Zhu, Song-Chun Zhu

[AAAI20] Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning

[NeurIPS19] Learning Perceptual Inference by Contrasting

‘Thinking in pictures,’ [1] i.e., spatial-temporal reasoning, effortless and instantaneous for humans, is believed to be a …

Chi Zhang, Baoxiong Jia, Feng Gao, Yixin Zhu, Hongjing Lu, Song-Chun Zhu

[CVPR19] RAVEN: A Dataset for Relational and Analogical Visual Reasoning

Dramatic progress has been witnessed in basic vision tasks involving low-level perception, such as object recognition, detection, and …

Chi Zhang, Feng Gao, Baoxiong Jia, Yixin Zhu, Song-Chun Zhu

[CVPR19] RAVEN: A Dataset for Relational and Analogical Visual Reasoning