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Masked IRL: LLM-Guided Reward Disambiguation from Demonstrations and Language

Uses language and demonstrations to learn which aspects of behavior matter for reward in imitation learning, enabling 5× faster learning by avoiding copying irrelevant motion details. Accepted at ICRA 2026.

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