System identification in continuous time Learning in continuous ODEs, SDEs and CDEs 2016-08-01 – 2023-11-30
Feedback system identification, not necessarily linear Learning dynamics from data 2016-08-01 – 2023-11-15
Neural PDE operator learning Especially forward operators. Image-to-image regression, where the images encode a physical process. 2019-10-15 – 2023-10-19
Materials informatics Machine learning in condensed matter physics, chemistry and materials science 2023-08-01 – 2023-08-08
Machine learning for physical sciences Turbulent mixing at the boundary between disciplines with differing inertia and viscosity 2017-05-15 – 2022-12-07
Ordinary differential equations Thou, silent form, dost tease us out of thought / As doth eternity 2019-03-28
Sparse stochastic processes identification and sampling Discrete sample representation of sparse continuous stochastic processes 2018-11-22 – 2018-10-29