arXiv (All)
open access
Luck Is Not Skill: When Do Paired Rollouts Help Group-Relative RL of LLM Agents?
Group-relative reinforcement learning compares rollouts of the same prompt, but independent environment noise can obscure these comparisons. We study paired rollouts, which share an event-keyed noise schedule within each group while preserving each rollout's marginal distribution. Pairing removes th
Conceptio Open Archive
Analyze & explore related research in Conceptio
Connect this record directly into your research workflow or AI agent. Explore citations across open repositories, query full text, and export structured proof bundles.
This document is indexed with metadata only: full text is not available in the archive for this record. Open the official source ↗
Related documents
- Official Review · ICLR 2024#787004
- Do Better Goal Representations Improve Goal-Conditioned Reinforcement Learning?#1145068
- When the Same Leader Helps and Harms: Inconsistent Leadership Behavior in Team Meetings#1098603
- When the Same Leader Helps and Harms: Inconsistent Leadership Behavior in Team Meetings#1098530
- DCRL: Decoupling and Coupling Reinforcement Learning via Policy-Reward Manifold Alignment#1064116
Record · ID 1050329
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Bring this data into your agent: Connect via MCP or API · 20 free credits to start · no card required
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive