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Kushal Raj Roy

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Open access Oct 2026

Cross-geometry pretraining for equivariant neural networks: Improving molecular property prediction under computational constraints

Neural operators have revolutionized parametric partial differential equation solving by learning mappings between infinite-dimensional function spaces with unprecedented parameter space generalization. Despite recent advances in physics-informed neural networks and operator learning methods, the challenge of geometry...

Kushal Raj Roy · 0 citations

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