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cs.AI2026

Reinforcing VLAs in Task-Agnostic World Models

Yucen Wang, Rui Yu, Fengming Zhang +5

Post-training Vision-Language-Action (VLA) models via reinforcement learning (RL) in learned world models has emerged as an effective strategy to adapt to new tasks without costly…