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No Free Checker: A Survey of Verifiers for Robot Policies

Wan, Yang et al.
arXiv (OAI Expanded) · Papers
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computer-vision-and-pattern-recognitionmachine-learningroboticssystems-and-control
A verifier for robot policies reads a candidate behavior and returns a score for how well it did, used both to evaluate vision-language-action policies and to train them. Verifiers range from success detectors and reward models to runtime monitors, safety filters, and temporal-logic specifications.
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