Generative Modeling through Koopman Spectral Analysis: An Operator-Theoretic Perspective

Yuanchao Xu, Fengyi Li, Masahiro Fujisawa +3

We propose Koopman Spectral Wasserstein Gradient Descent (KSWGD), a particle-based generative modeling framework that learns the Langevin generator via Koopman theory and integrate…