3 papers
math.OC2026
: A Python Library for Monotone Co-Design Problems
Corentin Briat
is a Python library for formulating and solving (MCDPs) in the framework of Censi (2015). A design problem is a rela…
math.OC2026
Optimal Control and Dissipativity of Linear Hermitian Matrix-Valued Dynamical Systems
Corentin Briat
We develop a unified framework for linear-cost optimal control, finite-time optimal steering, dissipativity analysis, and zero-sum differential games for linear impulsive systems w…
cs.LG2026
AdaCubic: An Adaptive Cubic Regularization Optimizer for Deep Learning
Ioannis Tsingalis, Constantine Kotropoulos, Corentin Briat
A novel regularization technique, AdaCubic, is proposed that adapts the weight of the cubic term. The heart of AdaCubic is an auxiliary optimization problem with cubic constraints…