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Guan-Ya Shi

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#machine learning Preprint Sep 2026

Humanoid Safe Stop via Learned Stoppability Value

Safe-Stop is proposed, a task-agnostic framework that pairs a learned stop policy with learned stoppability estimators, and yields decisions that are robust without sacrificing reactivity.

Jun-Feng Long, Pieter Abbeel, K. Sreenath et al. · 0 citations
Jun 2026

Scalable Behavior Cloning with Open Data, Training, and Evaluation

This work introduces ABC, a fully open-source stack for manipulation with behavior cloning, and offers a co-training recipe that produces correlated simulation and real-world evaluation, offering a reliable proxy for ablating model-design and training decisions before costly real-world evaluation.

Arthur Allshire, Himanshu Gaurav Singh, Ritvik Singh et al. · 4 citations

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