145 citations · 451 across the 18 of their papers we have counts for
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cs.LG2021
Disentangled Generative Models for Robust Prediction of System Dynamics
Stathi Fotiadis, Mario Lino, Shunlong Hu +3
Deep neural networks have become increasingly of interest in dynamical system prediction, but out-of-distribution generalization and long-term stability still remains challenging.…
cs.LG2021★ 3 cited
Simulating Continuum Mechanics with Multi-Scale Graph Neural Networks
Mario Lino, Chris Cantwell, Anil A. Bharath +1
Continuum mechanics simulators, numerically solving one or more partial differential equations, are essential tools in many areas of science and engineering, but their performance…