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Richard Allmendinger

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#artificial intelligence Preprint Oct 2026

PROMO: Preference-conditioned Multi-Objective Reinforcement Learning for Quadrupedal Robots

Quadrupedal locomotion requires balancing conflicting objectives such as command tracking, stability, and energy efficiency, yet conventional reinforcement learning (RL) hardcodes these priorities into a fixed scalar reward at training time. We present PROMO (Preference-Conditioned Multi-Objective Reinforcement Learnin...

Amr Mousa, Rifny Rachman, Neil Karavis et al. · 0 citations

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