STAMP: Credit Assignment for Search Agents

_reachsumit · x · 2026-07-14

STAMP is a new method designed for Deep Search Agents. Its core mechanism traces back exactly which search step originally discovered a piece of cited evidence, injecting this step-level credit assignment into RL training.

The article emphasizes its use of sign-preserving advantage modulation for step-level credit assignment, helping search agents better learn which retrieval steps actually yield useful evidence.

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