Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Multi-Objective Coverage via Constraint Active Search
Zakaria Shams Siam, Xuefeng Liu, Chong Liu
In this paper, we formulate the new multi-objective coverage (MOC) problem where our goal is to identify a small set of representative samples whose predicted outcomes broadly cove…
cs.LG2026
Regime-Adaptive Bayesian Optimization via Dirichlet Process Mixtures of Gaussian Processes
Yan Zhang, Xuefeng Liu, Sipeng Chen +3
Standard Bayesian Optimization (BO) assumes uniform smoothness across the search space an assumption violated in multi-regime problems such as molecular conformation search through…