183 citations · 706 across the 60 of their papers we have counts for
Showing 2023 · math.OCShow all
2 papers · 2 filters
math.OC2023
GloptiNets: Scalable Non-Convex Optimization with Certificates
Gaspard Beugnot, Julien Mairal, Alessandro Rudi
We present a novel approach to non-convex optimization with certificates, which handles smooth functions on the hypercube or on the torus. Unlike traditional methods that rely on a…
math.OC2023
Approximation of optimization problems with constraints through kernel Sum-Of-Squares
Pierre-Cyril Aubin-Frankowski, Alessandro Rudi
Handling an infinite number of inequality constraints in infinite-dimensional spaces occurs in many fields, from global optimization to optimal transport. These problems have been…