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cs.LGcs.SYeess.SYmath.OCstat.ML

On Valency

published · living versions
W_p8k44pvk·v1 · currentpublished
Towards an Optimal Control Foundation of Early Exits - Turnpikes and ResNets
with Jens Püttschneider, Asja Fischer, Timm Faulwasser
1 version

Preprints & journals

6 papers in the corpus · 2021–2026
Get a GRIP, this will be a long TRIP: A Quantifiable Long-Range Framework for Verifying Over-squashing2610.03556v1 · Ferran Hernandez Caralt, Simon Heilig, Adri'an Bazaga et al.2026 · 0 citationsarXiv
Port-Hamiltonian Neural Networks for Systems with Multiple Asymptotically Stable Equilibria2610.01356v2 · Simon Heilig, Jens Puttschneider, Mohammad Itani et al.2026 · 0 citationsarXiv
A Critical Audit of Spatiotemporal Forecasting Benchmark Datasets and Models2608.20980v2 · Kenneth Martin, Simon Heilig, Asja Fischer et al.2026 · 0 citationsarXiv
Towards an Optimal Control Perspective of ResNet Training2506.21453v1 · Jens Puttschneider, Simon Heilig, Asja Fischer et al.2025 · 0 citationsarXiv
Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks2405.17163v2 · Simon Heilig, Alessio Gravina, Alessandro Trenta et al.2024 · 0 citationsarXiv
Revisiting Memory Efficient Kernel Approximation: An Indefinite Learning Perspective2112.09893v2 · Simon Heilig, Maximilian Munch, Frank-Michael Schleif2021 · 0 citationsarXiv
Career total: 13 works. 6 are in this corpus.

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