RoleWorld: Knowledge Transfer in World Modeling with Functional Role Abstractions.

arXiv:2610.13172v1 Announce Type: new Abstract: World models enable large language model (LLM) agents to anticipate action effects and make informed decisions. For generalization, it is desirable for such world models to transfer efficiently to new environment