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cs.LG2026
Should All Noises Be Treated Equally: Impact of Input Noise Variability on Neural Network Robustness
Salma Alsinan, Maksim Makarenko, Sixiu Liu +2
Geophysical data collected from active field sites are often contaminated by complex and heterogeneous noise, obscuring weak seismic events, and complicating automated interpretati…
cs.LG2022★ 32 cited
Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator
Tailin Wu, Qinchen Wang, Yinan Zhang +7
Subsurface simulations use computational models to predict the flow of fluids (e.g., oil, water, gas) through porous media. These simulations are pivotal in industrial applications…