Min-Hao Fan

Online Failure Detection for Robot Manipulation with Time-Aware Metrics and Efficient Models

Vision-Language-Action (VLA) models have recently achieved strong performance in robot manipulation, with promising generalization across diverse tasks and environments. However, long-horizon executions and unseen scenarios can still lead to failures, highlighting the need for online failure detection to enable timely...