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Physics-guided Convolutional Neural Network for Domain Growth Prediction in Systems with Conserved Kinetics

arXiv cs.LG · 2026-06-26 Cached

Proposes an attention-based, physics-guided convolutional neural network as a surrogate model to predict microstructural evolution in systems governed by the Cahn-Hilliard equation, demonstrating stable and accurate long-time predictions.

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