2 papers
cs.AI2026
DIRCR: Dual-Inference Rule-Contrastive Reasoning for Solving RAVENs
Jiachen Zhang, Chengtai Li, Jianfeng Ren +3
Abstract visual reasoning remains challenging as existing methods often prioritize either global context or local row-wise relations, failing to integrate both, and lack intermedia…
cs.CV2026
Predictive Reasoning with Augmented Anomaly Contrastive Learning for Compositional Visual Relations
Chengtai Li, Yuting He, Jianfeng Ren +4
While visual reasoning for simple analogies has received significant attention, compositional visual relations (CVR) remain relatively unexplored due to their greater complexity. T…