Rethink MAE with Linear Time-Invariant Dynamics

arXiv:2605.00915v1 Announce Type: cross Abstract: Standard representation probing for visual models relies on mathematically permutation-invariant operations like Global Average Pooling (GAP) or CLS tokens, treating patch representations as an unstructured bag-of-words. We challenge this paradigm...