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NeurIPS 2026OralU OxfordMeta / University of OxfordOxfordMechanistic interpretability

The Sign Code: The Hidden Binary Nature of Deep Networks

Niclas A Göring, Shuofeng Zhang, Roi Holtzman, yoonsoo nam and 1 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Meta / University of OxfordU OxfordAdversarial robustness

Generalization Measures for Deep Learning Should Be Audited for Fragility

Shuofeng Zhang, Ard Louis

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U OxfordMeta / University of OxfordLearning theory

Escaping Parameter Space: Tight Generalization Bounds via Representation Quality

Niclas A Göring, Shuofeng Zhang, Branton DeMoss, Ard Louis

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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