2 papers
cs.LG2026
Koopman Autoencoders with Continuous-Time Latent Dynamics for Fluid Dynamics Forecasting
Rares Grozavescu, Pengyu Zhang, Etienne Meunier +1
Forecasting physical systems over long horizons from irregularly sampled observations demands models that are stable, computationally efficient, and free of fixed-timestep assumpti…
cs.LG2025
Probabilistic Super-Resolution for High-Fidelity Physical System Simulations with Uncertainty Quantification
Pengyu Zhang, Connor Duffin, Alex Glyn-Davies +2
Super-resolution (SR) is a promising tool for generating high-fidelity simulations of physical systems from low-resolution data, enabling fast and accurate predictions in engineeri…