Case Western Reserve University
Yunlai Zhou

Yunlai Zhou

PhD Student

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CAUSAL3D: A Comprehensive Benchmark for Causal Learning from Visual Data

2025

True intelligence relies on understanding hidden causal relations, yet current AI and vision models lack benchmarks to assess this ability. We introduce Causal3D, a comprehensive 19-dataset benchmark linking structured and visual data to evaluate causal reasoning, revealing that performance drops sharply as causal complexity increases.

Artificial Intelligence Causality Trustworthy AI Computer Vision