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20242026
most citedConvergence rates of particle approximation of forward-backward splitting algorithm for granular medium equations

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stat.ML2026

Born Discrete, Made Smooth: Variational Formulation of Shallow Neural Networks

Matej Benko, Pierre Bousquet, Iwona Chlebicka +1

Although neural networks are remarkably effective, their underlying optimization principles remain theoretically elusive, often characterized by non-convex landscapes and stochasti…

stat.ML2024

Langevin Monte Carlo Beyond Lipschitz Gradient Continuity

Matej Benko, Iwona Chlebicka, Jørgen Endal +1

We present a significant advancement in the field of Langevin Monte Carlo (LMC) methods by introducing the Inexact Proximal Langevin Algorithm (IPLA). This novel algorithm broadens…