2026
Self-Refining Vision Language Model for Robotic Failure Detection and Reasoning
ICLR 2026poster
Reasoning about failures is crucial for building reliable and trustworthy robotic systems. Prior approaches either treat failure reasoning as a closed-set classification problem or assume access to ample human annotations. Failures in the real world are typically subtle, combinatorial, and difficult…