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Showing papers from Hebrew University of Jerusalem, Israel Show all papers

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Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence

Bayesian theory reveals softmax attention learns copy heads via a first-order data phase transition, unlike linear attention's second-order transition and crossover.

Itay Lavie, Kirsten Fischer, Andrey Lekov, Frederic Van Maele and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 7 of 20 reviewers recommend it
lenient 2/5
medium 4/10
strict 1/5
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COMPOSE: Composing Future Theorems from Citations and Formal Structure

COMPOSE generates future theorem-like claims by combining citation graphs with formal theorem dependencies, outperforming baselines on retrieval and evaluation.

David Busbib, Michael Werman

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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13/20 AI panelreviewers recommend it

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5