Excess capacity and representational sharing: A lesson from computational accounts of cognitive control

Dubova and Sloman argue that excess capacity guided by a soft inductive bias can support generalization. Yet capacity does not determine how strongly tasks reuse representations. Computational accounts of cognitive control show that such sharing can accelerate cross-task transfer while increasing interference during concurrent performance. I propose a sharing diagnostic extending their framework and generating predictions about development and transfer.