When Pooling Fails: An Information-Theoretic Ceiling on Object Grounding in Aggregated Planning Agents
This paper proves that pooling-based planning agents face an irreducible, computable ceiling on object grounding determined solely by embedding dimension and object count, a structural limitation that causes identity loss regardless of model capacity or training.