返回首页
AI on Medium··行业媒体

Multi-Reward Reinforcement Learning for LLM Agents: Comparing PPO, GRPO, DAPO, and GDPO

中文摘要

本文对比了 PPO、GRPO、DAPO 和 GDPO 在 LLM 智能体多奖励后训练中的表现,涵盖归一化、奖励崩溃与基准测试。

English Summary

This study compares PPO, GRPO, DAPO, and GDPO for multi-reward LLM agent post-training, analyzing normalization, scale dominance, reward collapse, and benchmark results.

原文节选

GDPO vs GRPO, DAPO and PPO for multi-reward agent post-training: normalization math, scale dominance, reward collapse, and benchmark… Continue reading on Medium »