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Showing papers from Ruhr University Bochum, ELLIS Unit NRW Show all papers

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NeurIPS 2026Hamburg University of TechnologyRuhr University Bochum, ELLIS UnRuhr University BochumTechnische Universität HamburgDeep learning theory

The Optimal Control Foundation of Early Exits – Turnpikes and ResNets

Jens Püttschneider, Simon Heilig, Asja Fischer, Timm Faulwasser

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U CambridgeRuhr University Bochum, ELLIS UnMicrosoftRuhr University BochumGraph neural networks

Get a GRIP, this will be a long TRIP: A Quantifiable Long-Range Framework for Verifying Over-squashing

Introducing verifiable axioms for long-range graph benchmarks, this work proposes TRIP/GRIP to construct provably long-range tasks with closed-form per-range error bounds and audits existing benchmarks.

Ferran Hernandez Caralt, Simon Heilig, Adrián Bazaga, Asja Fischer and 2 more

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

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