Outcome-Aware Agents: When Does Causal Structure Help a Forward Model Foresee the Consequences of Actions?

arXiv:2610.34385v1 Announce Type: cross Abstract: Agents that act on real systems should predict what their actions will cause before acting. We study when causal structure helps a learned forward model do this, using a planner that rejects candidate actions w