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Niharika Pant

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#machine learning Preprint Aug 2026

Adaptation of Generalist Robot Policies with Minimal Data

A central goal in robot learning is to move beyond task-specific human data collection toward robots that improve through autonomous interaction. Yet fully autonomous learning remains difficult with current policies: sparse rewards and weak zero-shot exploration make it unlikely that a robot will discover successful be...

Shreyas Kowshik, Sreyas Venkataraman, L. Wang et al. · 1 citation

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