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2026 1

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Smoothness Errors in Dynamics Models and How to Avoid Them

cs.LG · 2026-02-05 · unverdicted · novelty 7.0

Relaxed unitary convolutions for GNNs on meshes balance smoothness preservation with natural smoothing in dynamics, outperforming unitary convolutions and other models on PDEs and weather tasks.

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  • Smoothness Errors in Dynamics Models and How to Avoid Them cs.LG · 2026-02-05 · unverdicted · none · ref 7

    Relaxed unitary convolutions for GNNs on meshes balance smoothness preservation with natural smoothing in dynamics, outperforming unitary convolutions and other models on PDEs and weather tasks.