Author

Qianqi Huang

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Jul 2026

Interior interpretability with attention rollout: contraction and propagation profiles in Transformers

Attention rollout is used here as a diagnostic of attention-mediated propagation, not as a causal explanation or faithful attribution of the complete Transformer, but as a structural interpretation to the corresponding rollout propagation profile.

Umberto Biccari, Qianqi Huang, Enrique Zuazua · arXiv.org · 0 citations