3 papers
cs.LG2026
Generative Robust Optimisation
Yuhui Yin, Vassilis M. Charitopoulos
Classical uncertainty sets for robust optimisation impose fixed geometric shapes that cannot represent the complex dependencies present in real-world data. We propose Generative Ro…
math.OC2026
Powering the Future of AI: Navigating the Trade-offs for Europe's Energy Transition and Net-Zero Goals
Mohammad Hemmati, Gbemi Oluleye, Vassilis M. Charitopoulos
The rapid expansion of AI globally has led to the proliferation of energy-intensive hyperscale data centres (DCs), making them as a structurally challenging component in power syst…
math.OC2025
Global and Robust Optimization for Non-Convex Quadratic Programs
Asimina Marousi, Vassilis M. Charitopoulos
This paper presents a novel algorithm integrating global and robust optimization methods to solve continuous non-convex quadratic problems under convex uncertainty sets. The propos…