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