3 papers
stat.ML2026
A Consistency-Centric Approach to Set-Based Optimization with Multiple Models of Unranked Fidelity
Danielle F. Morey, Giulia Pedrielli, Cherry Y. Wakayama +1
In complex real-world settings, optimization is challenged by the presence of diverse models of differing fidelity. In many optimization problems, a single model is treated as the…
math.OC2025
Non-linear Multi-objective Optimization with Probabilistic Branch and Bound
Hao Huang, Zelda B. Zabinsky
A multiple objective simulation optimization algorithm named Multiple Objective Probabilistic Branch and Bound with Single Observation (MOPBnB(so)) is presented for approximating t…
math.OC2025
Branching Adaptive Surrogate Search Optimization (BASSO)
Pariyakorn Maneekul, Zelda B. Zabinsky, Giulia Pedrielli
Global optimization of black-box functions is challenging in high dimensions. We introduce a conceptual adaptive random search framework, Branching Adaptive Surrogate Search Optimi…