Accelerating Chemical Kinetics for Exoplanet Atmospheres using Neural Networks
astro-ph.EP, cs.LG
Submitted: 2026-08-31
Updated: 2026-08-31
Code: https://github.com/shami-EEG/VULCAN
Terminology
Sources
- Message Passing Neural PDE Solvers
- Modern Koopman Theory for Dynamical Systems
- Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks
- LiLaN: A Linear Latent Network as the Solution Operator for Real-Time Solutions to Stiff Nonlinear Ordinary Differential Equations
- Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour
- On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima
- Professor Forcing: A New Algorithm for Training Recurrent Networks
- Fourier Neural Operator for Parametric Partial Differential Equations
- Decoupled Weight Decay Regularization
- DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators
- PyTorch: An Imperative Style, High-Performance Deep Learning Library
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