2 papers
cs.LG2025
FlowKac: An Efficient Neural Fokker-Planck solver using Temporal Normalizing Flows and the Feynman-Kac Formula
Naoufal El Bekri, Lucas Drumetz, Franck Vermet
Solving the Fokker-Planck equation for high-dimensional complex dynamical systems remains a pivotal yet challenging task due to the intractability of analytical solutions and the l…
cs.LG2024
Time-changed normalizing flows for accurate SDE modeling
Naoufal El Bekri, Lucas Drumetz, Franck Vermet
The generative paradigm has become increasingly important in machine learning and deep learning models. Among popular generative models are normalizing flows, which enable exact li…