3 papers
math.OC2026
Entropy-Smooth Convex Optimization Cannot Be Accelerated
Jacob M. Aguirre, Dmitrii M. Ostrovskii
We prove an lower bound for the convergence rate of minimization in the class of functions that are convex and -smooth relative to negative entropy on the standard -…
math.OC2025
A User Manual for cuHALLaR: A GPU Accelerated Low-Rank Semidefinite Programming Solver
Jacob Aguirre, Diego Cifuentes, Vincent Guigues +3
We present a Julia-based interface to the precompiled HALLaR and cuHALLaR binaries for large-scale semidefinite programs (SDPs). Both solvers are established as fast and numericall…
math.OC2025
cuHALLaR: A GPU Accelerated Low-Rank Augmented Lagrangian Method for Large-Scale Semidefinite Programming
Jacob M. Aguirre, Diego Cifuentes, Vincent Guigues +3
This paper introduces cuHALLaR, a GPU-accelerated implementation of the HALLaR method proposed in Monteiro et al. 2024 for solving large-scale semidefinite programming (SDP) proble…