no code implementations • 15 Feb 2024 • Katarzyna Michałowska, Helga Margrete Bodahl Holmestad, Signe Riemer-Sørensen
We propose a new method for inferring roads from GPS trajectories to map construction sites.
1 code implementation • 3 Oct 2023 • Katarzyna Michałowska, Somdatta Goswami, George Em Karniadakis, Signe Riemer-Sørensen
Deep operator networks (DeepONets, DONs) offer a distinct advantage over traditional neural networks in their ability to be trained on multi-resolution data.
no code implementations • 3 Mar 2023 • Katarzyna Michałowska, Somdatta Goswami, George Em Karniadakis, Signe Riemer-Sørensen
Deep neural networks are an attractive alternative for simulating complex dynamical systems, as in comparison to traditional scientific computing methods, they offer reduced computational costs during inference and can be trained directly from observational data.