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Self-supervised neural operator for solving partial differential equations

physics.comp-ph · 2025-08-31 · unverdicted · novelty 6.0

Self-supervised neural operator uses Bayesian PINNs to generate training data and a Transformer to learn PDE operators, achieving high accuracy on 1D/2D reaction-diffusion and fluid vibration problems with optional lightweight finetuning.

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  • Self-supervised neural operator for solving partial differential equations physics.comp-ph · 2025-08-31 · unverdicted · none · ref 14

    Self-supervised neural operator uses Bayesian PINNs to generate training data and a Transformer to learn PDE operators, achieving high accuracy on 1D/2D reaction-diffusion and fluid vibration problems with optional lightweight finetuning.