15 citations · 15 across the 3 of their papers we have counts for
3 papers
Uniform-in-time convergence bounds for Persistent Contrastive Divergence Algorithms
Paul Felix Valsecchi Oliva, O. Deniz Akyildiz, Andrew Duncan
We propose a continuous-time formulation of persistent contrastive divergence (PCD) for maximum likelihood estimation (MLE) of unnormalised densities. Our approach expresses PCD as…
Kinetic Interacting Particle Langevin Monte Carlo
Paul Felix Valsecchi Oliva, O. Deniz Akyildiz
This paper introduces and analyses interacting underdamped Langevin algorithms, termed Kinetic Interacting Particle Langevin Monte Carlo (KIPLMC) methods, for statistical inference…
Towards fast weak adversarial training to solve high dimensional parabolic partial differential equations using XNODE-WAN
Paul Valsecchi Oliva, Yue Wu, Cuiyu He +1
Due to the curse of dimensionality, solving high dimensional parabolic partial differential equations (PDEs) has been a challenging problem for decades. Recently, a weak adversaria…