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papersSEP 10 04:00 UTC

No Free Checker: A Survey of Verifiers for Robot Policies

A new survey paper catalogues methods that score robot behaviors, ranging from success detectors and reward models to runtime monitors. It examines how these verification approaches serve two roles: evaluating vision-language-action policies and providing training signals for them. The work appears on arXiv, cross-listed between the AI and machine learning categories.