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Showing papers from Universita della Svizzera Italiana (USI) Show all papers

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NeurIPS 2026Universita della Svizzera ItaliaUniversita della Svizzera ItaliaMIT Media LabDistribution shift & OOD detection

LLM Alignment--Utility Asymmetry under Semantic-Preserving Transformations

Synthetic semantic-preserving transformations reveal alignment-utility asymmetry: LLMs retain task utility on shifted inputs but suffer sharp alignment failures, with harmful rates surging over 40 points despite minimal capability loss.

Mohan Li, Chengyu Yu, Francesco Sovrano, Marc Langheinrich and 1 more

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

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5
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NeurIPS 2026USI - MITUniversität LiechtensteinPolytechnic Institute of TurinUniversità della Svizzera ItaliaU LiechtensteinExplainable AI

Federated Concept-Based Models: Interpretable models with distributed supervision

Federated concept-based models aggregate distributed concept annotations across institutions, adapt architectures to evolving supervision, and enable interpretable inference for locally unavailable concepts while preserving privacy.

Dario Fenoglio, Arianna Casanova Flores, Francesco De Santis, Gabriele Dominici and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5