Abstract: Automatic detection and prevention of open-set failures are crucial in closed-loop robotic systems. Recent studies often struggle to simultaneously identify unexpected failures reactively ...

Abstract: Audio-visual alignment using video data is a conventional approach for the self-supervision of multi-modal representation learning. Nevertheless, the presence of background music, external ...