Zi-Ce Wang

Learning Dynamic Evidence Routes for Vision Transformer Probing

SSMProbe is introduced, an explicitly inspectable probe that replaces invariant pooling with a Sinkhorn-learned evidence route followed by a diagonal S4 decoder and uses the mathematical transparency of state-space models to turn a frozen ViT readout into an auditable evidence-routing analysis.