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Do as i can, not as i say: Grounding language in robotic affordances

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cs.AI 1

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2025 1

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CONDITIONAL 1

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IPR-1: Interactive Physical Reasoner

cs.AI · 2025-11-19 · conditional · novelty 6.0

An agent that couples a VLM policy with world-model rollouts in a learned physics-code action space outperforms GPT-5 and existing RL/world-model baselines on 200 games and transfers zero-shot to unseen games.

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  • IPR-1: Interactive Physical Reasoner cs.AI · 2025-11-19 · conditional · none · ref 1

    An agent that couples a VLM policy with world-model rollouts in a learned physics-code action space outperforms GPT-5 and existing RL/world-model baselines on 200 games and transfers zero-shot to unseen games.