2026
MATA: A Trainable Hierarchical Automaton System for Multi-Agent Visual Reasoning
ICLR 2026poster
Recent vision-language models have strong perceptual ability but their implicit reasoning is hard to explain and easily generates hallucinations on complex queries. Compositional methods improve interpretability, but most rely on a single agent or hand-crafted pipeline and cannot decide when to coll…