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1. The Deep Arbitrary Polynomial Chaos Neural Network or how Deep Artificial Neural Networks could benefit from Data-Driven Homogeneous Chaos Theory

2. PDEBENCH: An Extensive Benchmark for Scientific Machine Learning

3. Composing Partial Differential Equations with Physics-Aware Neural Networks

4. Finite Volume Neural Network: Modeling Subsurface Contaminant Transport


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