SEIS: Subspace-based Equivariance and Invariance Scores for Neural Representations

Huahua Lin, Katayoun Farrahi, Xiaohao Cai

Understanding how neural representations respond to geometric transformations is essential for evaluating whether learned features preserve meaningful spatial structure. Existing a…