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References (31)

[1]
On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models
2026Shumin Wang, Yuexiang Xie et al.
[2]
JustRL: Scaling a 1.5B LLM with a Simple RL Recipe
2025Bingxiang He, Zekai Qu et al.
[3]
Soft Adaptive Policy Optimization
2025Chang Gao, Chujie Zheng et al.
[4]
EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control
2025Kai Yang, Xin Xu et al.
[5]
Off-policy Reinforcement Learning with Model-based Exploration Augmentation
2025Likun Wang, Xiangteng Zhang et al.
[6]
NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation
2025Longtian Qiu, Shan Ning et al.
[7]
BAPO: Stabilizing Off-Policy Reinforcement Learning for LLMs via Balanced Policy Optimization with Adaptive Clipping
2025Zhiheng Xi, Xin Guo et al.
[8]
ASPO: Asymmetric Importance Sampling Policy Optimization
2025Jiakang Wang, Runze Liu et al.
[9]
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward
2025Guanhua Huang, Tingqiang Xu et al.
[10]
A Survey of Reinforcement Learning for Large Reasoning Models
2025Kaiyan Zhang, Yuxin Zuo et al.
[11]
GTPO: Stabilizing Group Relative Policy Optimization via Gradient and Entropy Control
2025Marco Simoni, Aleksandar Fontana et al.
[12]
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward
2025Shudong Liu, Hong-wei Liu et al.
[13]
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
2025MiniMax Aili Chen, Aonian Li et al.
[14]
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
2025Shenzhi Wang, Le Yu et al.
[15]
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
2025Ganqu Cui, Yuchen Zhang et al.
[16]
Do Not Let Low-Probability Tokens Over-Dominate in RL for LLMs
2025Zhihe Yang, Xufang Luo et al.
[17]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[18]
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
2025Yu Yue, Yufeng Yuan et al.
[19]
DAPO: An Open-Source LLM Reinforcement Learning System at Scale
2025Qiying Yu, Zheng Zhang et al.
[20]
DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
2025DeepSeek-AI, Daya Guo et al.

Showing 20 of 31 references

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"Develop a reinforcement learning stabilizer for large language models that reduces training instability by ignoring spurious token influences."

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