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cs.AI2026
From Single-Actor Environments to Multi-Actor Event Worlds: Can LLMs Be Event World Models?
Juntong Ni, Zewen Liu, Bohan Wang +2
World models help agents assess the consequences of their actions before acting. Many real systems, however, involve multiple actors who make their own decisions, can evolve even w…
cs.AI2026
Agent Policy-Value Audit: Separating Transition Composition from Event Selection in Financial LLM Agents
Mingyang, Chen, Yida +4
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 deploy…