2026
AbductiveMLLM: Boosting Visual Abductive Reasoning Within MLLMs
AAAI 2026technical
Visual abductive reasoning (VAR) is a challenging task that requires AI systems to infer the most likely explanation for incomplete visual observations. While recent MLLMs develop strong general-purpose multimodal reasoning capabilities, they remain fall short in abductive inference, as compared to