Learning a Neural Solver for Parametric PDE to Enhance Physics-Informed MethodsInternational Conference on Learning Representations (ICLR), 2024 |
A Brief Review of Hypernetworks in Deep LearningArtificial Intelligence Review (AIR), 2023 |
Evolve Smoothly, Fit Consistently: Learning Smooth Latent Dynamics For
Advection-Dominated SystemsInternational Conference on Learning Representations (ICLR), 2023 |
PDEBENCH: An Extensive Benchmark for Scientific Machine LearningNeural Information Processing Systems (NeurIPS), 2022 |
Deep Learning and Symbolic Regression for Discovering Parametric
EquationsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 |