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AI Video Papers·2026
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Turns Matter: Advancing Streaming Video RL via Turn-Level Credit

Shuai Dong, Kanghui Tian +21·Fudan University, Shanghai Innovation Institute +8

Improves when streaming video models respond or keep observing by assigning reinforcement-learning credit to individual turns. Its prefix-scoring and turn-mean objectives reduce redundant replies without a learned critic or extra rollouts.

#paper#video#RL#vision#multimodal+1
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