Differential Smoothing——缓解 RL 微调中的分布坍缩并提升 LLM 推理能力
论文标题：Differential Smoothing Mitigates Sharpening and Improves LLM Reasoning
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Natural Language Actor-Critic: 语言空间中的可扩展异策略学习 (NLAC)
论文标题：Natural Language Actor-Critic: SCALABLE OFF-POLICY LEARNING IN LANGUAGE
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AAAI 2026：DeltaEdit 实现 LLM 连续知识编辑
论文标题：On the Superimposed Noise Accumulation Problem in Sequential Knowledge
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复现 Search-R1 总是失败？GRPO 训练不稳定的幕后真凶与对策
论文标题：On GRPO Collapse in Search-R1: The Lazy Likelihood-Displacement Death S
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PretrainZero：将强化学习前置到预训练阶段的主动学习框架
论文标题：PretrainZero: Reinforcement Active Pretraining
论文链接：https://arxiv.org
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LLM-as-a-Judge 评估中的偏差修正与置信区间构建
论文标题：How to Correctly Report LLM-as-a-Judge Evaluations
论文链接：https://arxiv
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Qwen 推出 MiniRL：关于大规模 RL 训练稳定性的研究和实践
论文标题：Stabilizing Reinforcement Learning with LLMs: Formulation and Practices
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DeepSeek-V3.2 技术报告深度解析：架构演进、RL 扩展与 Agent 合成数据
论文标题：DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
论文链
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Qwen3-VL 技术报告深度解析
论文标题：Qwen3-VL Technical Report
论文链接：https://arxiv.org/pdf/2511.21631
TL;
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Qwen 团队推出 SAPO，相较于 GRPO、GSPO 稳定且更优
论文标题：Soft Adaptive Policy Optimization
论文链接：https://arxiv.org/pdf/2511.203
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