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Michelle Ho

3 accepted papers

2026

Foundational World Models Accurately Detect Bimanual Manipulator Failures

ICRA 2026poster

It is currently challenging to deploy visuomotor robots at scale due to the potential of anomalous failures degrading performance, causing damage, or endangering human life. Bimanual manipulators are no exception; these robots have vast state spaces comprised of high-dimensional images and proprioce…

2026

World Model Failure Classification and Anomaly Detection for Autonomous Inspection

ICRA 2026poster

Autonomous inspection robots for monitoring industrial sites can reduce costs and risks associated with human-led inspection. However, accurate readings can be challenging due to occlusions, limited viewpoints, or unexpected environmental conditions. We propose a hybrid framework that combines super…