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Learning Dynamic Evidence Routes for Vision Transformer Probing

SSMProbe replaces invariant pooling with a Sinkhorn-learned evidence route and diagonal S4 decoder to audit frozen ViT token routing, finding MAE uses dispersed routes while BEiT, ViT, and DINOv2 use spatially organized ones.

Zice Wang, Zhenyu Zhang

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 2/5
medium 8/10
strict 2/5