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RATS! Patches Talk Through Registers: Emergent Parts in Register Attention Transformers
RATS decomposes vision transformers' classification token into learnable register tokens that spontaneously specialize into object parts, improving segmentation by up to 12 mIoU.
Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026
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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5