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Ignacio Dagnino

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#machine learning Preprint Oct 2026

A Balanced Data Diet: Addressing the Exploration Bottleneck in Mega-Scale RL for Robot Control

General-purpose robots must perform a wide range of tasks from agile locomotion to dexterous manipulation. While sim-to-real reinforcement learning (RL) has proven to be a useful tool for this goal, current RL pipelines depend on engineering-heavy, per-task structural priors such as shaped rewards and demonstrations. R...

Octi Zhang, Mateo Guaman Castro, Patrick Yin et al. · 0 citations

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