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#data science Book Open access Nov 2026

Equivariant Graph Neural ODEs for Modeling Physical Dynamics

Modeling 3D dynamical systems is a fundamental challenge in the physical and engineering sciences, where Equivariant Graph Neural Networks (EGNNs) have emerged as a powerful paradigm by incorporating geometric symmetries. However, these models are fundamentally constrained by their discrete-time, Markovian framework, w...

Jia-Wei Chen, Lu-Jie Yin, Yu-Qi Li et al. · 0 citations

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