AINeutralarXiv – CS AI · 10h ago5/10
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ChaosNetBench: Benchmarking Spatio-Temporal Graph Neural Networks on Chaotic Lattice Dynamics
Researchers introduce ChaosNetBench, a synthetic benchmark framework for evaluating spatio-temporal graph neural networks (STGNNs) on chaotic dynamical systems. The framework reveals that STGNNs outperform traditional baselines (TCN, N-BEATS, Transformers) in high-chaos regimes, while non-graph methods remain competitive in low-chaos conditions.