2 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
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…