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V_{0.5}: Generalist Value Model as a Prior for Sparse RL Rollouts
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MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
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Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents
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