Agent Policy-Value Audit: Separating Transition Composition from Event Selection in Financial LLM Agents.

arXiv:2610.04040v1 Announce Type: new Abstract: Financial LLM agents are often evaluated by comparing their end-to-end returns with those of a baseline and testing the paired difference against zero. This measures whether deploying the agent changes realized p