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Few Channels Draw The Whole Picture: Revealing Massive Activations in Diffusion Transformers

A small subset of hidden-state channels in diffusion transformers drives image semantics, spatial structure, and prompt transfer without training.

Evelyn Turri, Davide Bucciarelli, Sara Sarto, Lorenzo Baraldi and 1 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5