Abstract: Highlights•A two-stage rule-induction visual reasoner is proposed to solve RPMs.•The proposed method generates one reasoning rule for each sample question.•The proposed method yields reasoning rules modeling human in solving RPMs.•A real-world RPM-like video prediction dataset is developed for evaluation.
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