Diagnosing Neural Convergence with Topological Alignment Spectra

Tiago F. Tavares, Fabio Ayres, Paris Smaragdis

Representational similarity in neural networks is inherently scale-dependent, yet widely used metrics such as Centered Kernel Alignment (CKA) and Procrustes analysis provide only g…