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In Embodied-R1, we performed reinforcement learning training based on GRPO Shao et al

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cs.RO 1

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2025 1

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CONDITIONAL 1

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Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation

cs.RO · 2025-08-19 · conditional · novelty 6.0

Embodied-R1 uses a pointing-centric representation and reinforced fine-tuning on a 200K dataset to achieve state-of-the-art results on embodied benchmarks plus 56.2% success in SIMPLEREnv and 87.5% on real XArm tasks without task-specific training.

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  • Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation cs.RO · 2025-08-19 · conditional · none · ref 46

    Embodied-R1 uses a pointing-centric representation and reinforced fine-tuning on a 200K dataset to achieve state-of-the-art results on embodied benchmarks plus 56.2% success in SIMPLEREnv and 87.5% on real XArm tasks without task-specific training.