Jing Ma, PhD
Assistant Professor, Department of Computer and Data Sciences, Case School of Engineering
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CAUSAL3D: A Comprehensive Benchmark for Causal Learning from Visual Data
2025True 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