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Learning Dynamic Stability Landscapes in Synchronization Networks

cs.LG · 2026-05-22 · unverdicted · novelty 7.0

Introduces graph-to-image prediction of per-node dynamic stability landscapes in oscillator networks from topology, releases two 10k-graph datasets, and shows GNN-CNN models achieve good accuracy with cross-size generalization.

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