Author

Ali Rayat

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#machine learning Preprint Oct 2026

Graph-Recurrent Learning of Emergent Collective Dynamics

Collective ordering in correlated electron systems emerges from microscopic dynamics, yet the evolution of observable textures need not admit a closed, memoryless description. We introduce a graph-recurrent neural network (GRNN) framework that learns such emergent dynamics directly from trajectories without specifying...

Ali Rayat, Acacia Lee, G. Chern · 0 citations