output
19992022
most citedSolving high-dimensional partial differential equations using deep learning

1.8k citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2020 · cs.LGShow all

2 papers · 2 filters

cs.LG2020★ 165 cited

Physics Informed Neural Networks for Simulating Radiative Transfer

Siddhartha Mishra, Roberto Molinaro

We propose a novel machine learning algorithm for simulating radiative transfer. Our algorithm is based on physics informed neural networks (PINNs), which are trained by minimizing…

cs.LG2020★ 82 cited

Change Point Detection in Time Series Data using Autoencoders with a Time-Invariant Representation

Tim De Ryck, Maarten De Vos, Alexander Bertrand

Change point detection (CPD) aims to locate abrupt property changes in time series data. Recent CPD methods demonstrated the potential of using deep learning techniques, but often…