Author

Moritz Lampert

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Preprint Jul 2026

Single-Snapshot Inference of Network Couplings from Universal Dynamics at Relative Equilibrium

Many real-world systems can be modelled as complex networks whose collective behaviour is governed by hidden interactions between nodes. Existing methods for inferring these interactions typically require controlled perturbations, time-resolved observations or multiple independent snapshots, all of which are often unav...

Moritz Lampert, D. Grün, Ingo Scholtes · 0 citations

#graph neural networks Preprint Aug 2026

Can Graph Learning Learn Circuits?

Graph Circuit Learning is introduced, a supervised, amortized framework that trains a GNN across multiple model--task pairs and applies it to unseen cases and preliminary results suggest that graph machine learning offers a natural and potentially powerful perspective on circuit localization.

Chester Tan, Moritz Lampert, Courtney Maynard et al. · 0 citations