Kosuke Watanabe

Coarse-Graining Neural Representations through Layer-Dependent Task-Relevant Subspaces

Deep neural networks transform high-dimensional internal representations through many nonlinear layers, yet it remains unclear whether their task-relevant internal computation can be described by a substantially smaller set of effective variables. We develop an operational coarse...