2 papers
math.OC2025
Bundle Network: a Machine Learning-Based Bundle Method
Francesca Demelas, Joseph Le Roux, Antonio Frangioni +3
This paper presents Bundle Network, a learning-based algorithm inspired by the Bundle Method for convex non-smooth minimization problems. Unlike classical approaches that rely on h…
cs.LG2025
Bregman Conditional Random Fields: Sequence Labeling with Parallelizable Inference Algorithms
Caio Corro, Mathieu Lacroix, Joseph Le Roux
We propose a novel discriminative model for sequence labeling called Bregman conditional random fields (BCRF). Contrary to standard linear-chain conditional random fields, BCRF all…