Self-Induced Outcome Potential: Turn-Level Credit Assignment for Agents without Verifiers

Senkang Hu, Yong Dai, Xudong Han +4

Long-horizon LLM agents depend on intermediate information-gathering turns, yet training feedback is usually observed only at the final answer, because process-level rewards requir…