On the Design of KL-Regularized Policy Gradient Algorithms for LLM Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Yifan, Liu, Yifeng, Yuan, Huizhuo, Yuan, Yang, Gu, Quanquan, Yao, Andrew Chi-Chih |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Tensor Product Attention Is All You Need
by: Zhang, Yifan, et al.
Published: (2025)
by: Zhang, Yifan, et al.
Published: (2025)
Group Representational Position Encoding
by: Zhang, Yifan, et al.
Published: (2025)
by: Zhang, Yifan, et al.
Published: (2025)
Accelerated Preference Optimization for Large Language Model Alignment
by: He, Jiafan, et al.
Published: (2024)
by: He, Jiafan, et al.
Published: (2024)
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
by: Chen, Zixiang, et al.
Published: (2024)
by: Chen, Zixiang, et al.
Published: (2024)
Self-Play Fine-Tuning of Diffusion Models for Text-to-Image Generation
by: Yuan, Huizhuo, et al.
Published: (2024)
by: Yuan, Huizhuo, et al.
Published: (2024)
Self-Play Preference Optimization for Language Model Alignment
by: Wu, Yue, et al.
Published: (2024)
by: Wu, Yue, et al.
Published: (2024)
On the Diagram of Thought
by: Zhang, Yifan, et al.
Published: (2024)
by: Zhang, Yifan, et al.
Published: (2024)
RSPO: Regularized Self-Play Alignment of Large Language Models
by: Tang, Xiaohang, et al.
Published: (2025)
by: Tang, Xiaohang, et al.
Published: (2025)
Deep Delta Learning
by: Zhang, Yifan, et al.
Published: (2026)
by: Zhang, Yifan, et al.
Published: (2026)
Meta Prompting for AI Systems
by: Zhang, Yifan, et al.
Published: (2023)
by: Zhang, Yifan, et al.
Published: (2023)
Augmenting Math Word Problems via Iterative Question Composing
by: Liu, Haoxiong, et al.
Published: (2024)
by: Liu, Haoxiong, et al.
Published: (2024)
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time
by: Chen, Zixiang, et al.
Published: (2023)
by: Chen, Zixiang, et al.
Published: (2023)
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts
by: Zhang, Yifan, et al.
Published: (2024)
by: Zhang, Yifan, et al.
Published: (2024)
Causal Attention with Lookahead Keys
by: Song, Zhuoqing, et al.
Published: (2025)
by: Song, Zhuoqing, et al.
Published: (2025)
Higher-order Linear Attention
by: Zhang, Yifan, et al.
Published: (2025)
by: Zhang, Yifan, et al.
Published: (2025)
Monadic Context Engineering
by: Zhang, Yifan, et al.
Published: (2025)
by: Zhang, Yifan, et al.
Published: (2025)
Interpreting and Controlling LLM Reasoning through Integrated Policy Gradient
by: Li, Changming, et al.
Published: (2026)
by: Li, Changming, et al.
Published: (2026)
Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability
by: Zhao, Qingyue, et al.
Published: (2026)
by: Zhao, Qingyue, et al.
Published: (2026)
Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment
by: Zhang, Yifan, et al.
Published: (2024)
by: Zhang, Yifan, et al.
Published: (2024)
Towards Simple and Provable Parameter-Free Adaptive Gradient Methods
by: Tao, Yuanzhe, et al.
Published: (2024)
by: Tao, Yuanzhe, et al.
Published: (2024)
ConfRover: Simultaneous Modeling of Protein Conformation and Dynamics via Autoregression
by: Shen, Yuning, et al.
Published: (2025)
by: Shen, Yuning, et al.
Published: (2025)
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
by: Ji, Kaixuan, et al.
Published: (2026)
by: Ji, Kaixuan, et al.
Published: (2026)
Beyond KL Divergence: Policy Optimization with Flexible Bregman Divergences for LLM Reasoning
by: Yuan, Rui, et al.
Published: (2026)
by: Yuan, Rui, et al.
Published: (2026)
Probing the Lack of Stable Internal Beliefs in LLMs
by: Luo, Yifan, et al.
Published: (2026)
by: Luo, Yifan, et al.
Published: (2026)
Robust Layerwise Scaling Rules by Proper Weight Decay Tuning
by: Fan, Zhiyuan, et al.
Published: (2025)
by: Fan, Zhiyuan, et al.
Published: (2025)
Cumulative Reasoning with Large Language Models
by: Zhang, Yifan, et al.
Published: (2023)
by: Zhang, Yifan, et al.
Published: (2023)
On the Optimal Sample Complexity of Offline Multi-Armed Bandits with KL Regularization
by: Ji, Kaixuan, et al.
Published: (2026)
by: Ji, Kaixuan, et al.
Published: (2026)
KL for a KL: On-Policy Distillation with Control Variate Baseline
by: Oh, Minjae, et al.
Published: (2026)
by: Oh, Minjae, et al.
Published: (2026)
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL
by: Yao, Jiarui, et al.
Published: (2025)
by: Yao, Jiarui, et al.
Published: (2025)
Policy Split: Incentivizing Dual-Mode Exploration in LLM Reinforcement with Dual-Mode Entropy Regularization
by: Yao, Jiashu, et al.
Published: (2026)
by: Yao, Jiashu, et al.
Published: (2026)
Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization
by: Su, Zhenpeng, et al.
Published: (2025)
by: Su, Zhenpeng, et al.
Published: (2025)
Reinforce LLM Reasoning through Multi-Agent Reflection
by: Yuan, Yurun, et al.
Published: (2025)
by: Yuan, Yurun, et al.
Published: (2025)
Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves
by: Deng, Yihe, et al.
Published: (2023)
by: Deng, Yihe, et al.
Published: (2023)
Multi-Step Alignment as Markov Games: An Optimistic Online Gradient Descent Approach with Convergence Guarantees
by: Wu, Yongtao, et al.
Published: (2025)
by: Wu, Yongtao, et al.
Published: (2025)
KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation
by: Shi, Jiajun, et al.
Published: (2025)
by: Shi, Jiajun, et al.
Published: (2025)
Reasoning with Sampling: Cutting at Decision Points
by: Zhou, Felix, et al.
Published: (2026)
by: Zhou, Felix, et al.
Published: (2026)
A Systematic Survey on Large Language Models for Algorithm Design
by: Liu, Fei, et al.
Published: (2024)
by: Liu, Fei, et al.
Published: (2024)
Simple Policy Gradients for Reasoning with Diffusion Language Models
by: Zhan, Anthony
Published: (2025)
by: Zhan, Anthony
Published: (2025)
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization
by: Ji, Kaixuan, et al.
Published: (2024)
by: Ji, Kaixuan, et al.
Published: (2024)
A Common Pitfall of Margin-based Language Model Alignment: Gradient Entanglement
by: Yuan, Hui, et al.
Published: (2024)
by: Yuan, Hui, et al.
Published: (2024)
Similar Items
-
Tensor Product Attention Is All You Need
by: Zhang, Yifan, et al.
Published: (2025) -
Group Representational Position Encoding
by: Zhang, Yifan, et al.
Published: (2025) -
Accelerated Preference Optimization for Large Language Model Alignment
by: He, Jiafan, et al.
Published: (2024) -
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
by: Chen, Zixiang, et al.
Published: (2024) -
Self-Play Fine-Tuning of Diffusion Models for Text-to-Image Generation
by: Yuan, Huizhuo, et al.
Published: (2024)