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Topological Out-of-Domain Generalization in Dynamical Systems Reconstruction

This paper fixes structural mismatches in dynamical system reconstruction via feature splitting to enable zero-shot out-of-domain forecasting across tipping points with derived extrapolation bounds.

Georg Trede, Charlotte Doll, Elias Daniel Weber, Daniel Durstewitz

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

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5