Cover Image

FP8-RL: A Practical and Stable Low-Precision Stack for LLM Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Qiu, Zhaopeng, Yu, Shuang, Zhang, Jingqi, Zhang, Shuai, Huang, Xue, Yang, Jingyi, Lai, Junjie
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Jet-RL: Enabling On-Policy FP8 Reinforcement Learning with Unified Training and Rollout Precision Flow
by: Xi, Haocheng, et al.
Published: (2026)

TemplateRL: Structured Template-Guided Reinforcement Learning for LLM Reasoning
by: Wu, Jinyang, et al.
Published: (2025)

Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts
by: Luo, Sijia, et al.
Published: (2026)

WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning
by: Qi, Zehan, et al.
Published: (2024)

ReMiT: RL-Guided Mid-Training for Iterative LLM Evolution
by: Huang, Junjie, et al.
Published: (2026)

AUTOCIRCUIT-RL: Reinforcement Learning-Driven LLM for Automated Circuit Topology Generation
by: Vijayaraghavan, Prashanth, et al.
Published: (2025)

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning
by: Xie, Tian, et al.
Published: (2025)

L0: Reinforcement Learning to Become General Agents
by: Zhang, Junjie, et al.
Published: (2025)

LoongRL: Reinforcement Learning for Advanced Reasoning over Long Contexts
by: Wang, Siyuan, et al.
Published: (2025)

AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning
by: Xi, Zhiheng, et al.
Published: (2025)

Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains
by: Su, Yi, et al.
Published: (2025)

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control
by: Li, Bolian, et al.
Published: (2026)

TreeRL: LLM Reinforcement Learning with On-Policy Tree Search
by: Hou, Zhenyu, et al.
Published: (2025)

Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning
by: Xi, Zhiheng, et al.
Published: (2025)

Multi-Task Reinforcement Learning for Enhanced Multimodal LLM-as-a-Judge
by: Wu, Junjie, et al.
Published: (2026)

Deep Dense Exploration for LLM Reinforcement Learning via Pivot-Driven Resampling
by: Guo, Yiran, et al.
Published: (2026)

DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning
by: Zhang, Ziyin, et al.
Published: (2025)

Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning
by: Lei, Xuanyu, et al.
Published: (2025)

SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
by: Wei, Yuxiang, et al.
Published: (2025)

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning
by: Li, Haozhan, et al.
Published: (2025)

Save the Good Prefix: Precise Error Penalization via Process-Supervised RL to Enhance LLM Reasoning
by: Liu, Haolin, et al.
Published: (2026)

Notes on Stack Machines and Quantum Stack Machines
by: Qiu, Daowen
Published: (2025)

Towards Transparent RAG: Fostering Evidence Traceability in LLM Generation via Reinforcement Learning
by: Ren, Jingyi, et al.
Published: (2025)

InfiR2: A Comprehensive FP8 Training Recipe for Reasoning-Enhanced Language Models
by: Wang, Wenjun, et al.
Published: (2025)

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale
by: Lu, Yuxuan, et al.
Published: (2025)

DARE: Diffusion Large Language Models Alignment and Reinforcement Executor
by: Yang, Jingyi, et al.
Published: (2026)

QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs
by: Huang, Wei, et al.
Published: (2025)

MobileGUI-RL: Advancing Mobile GUI Agent through Reinforcement Learning in Online Environment
by: Shi, Yucheng, et al.
Published: (2025)

SPEC-RL: Accelerating On-Policy Reinforcement Learning with Speculative Rollouts
by: Liu, Bingshuai, et al.
Published: (2025)

Efficient Post-training Quantization with FP8 Formats
by: Shen, Haihao, et al.
Published: (2023)

Counterfactual LLM-based Framework for Measuring Rhetorical Style
by: Qiu, Jingyi, et al.
Published: (2025)

ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering
by: Liu, Zexi, et al.
Published: (2025)

SnapMLA: Efficient Long-Context MLA Decoding via Hardware-Aware FP8 Quantized Pipelining
by: Zhang, Yifan, et al.
Published: (2026)

REA-RL: Reflection-Aware Online Reinforcement Learning for Efficient Reasoning
by: Deng, Hexuan, et al.
Published: (2025)

DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM Guardrails
by: Deng, Yihe, et al.
Published: (2025)

RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning
by: Huang, Jerry, et al.
Published: (2025)

ACE-RL: Adaptive Constraint-Enhanced Reward for Long-form Generation Reinforcement Learning
by: Chen, Jianghao, et al.
Published: (2025)

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models
by: Xu, Xin, et al.
Published: (2026)

One RL to See Them All: Visual Triple Unified Reinforcement Learning
by: Ma, Yan, et al.
Published: (2025)

PoLi-RL: A Point-to-List Reinforcement Learning Framework for Conditional Semantic Textual Similarity
by: Song, Zixin, et al.
Published: (2025)