papers
Publications (2)
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…
stat.ML2026
Provable Accelerated Bayesian Optimization with Knowledge Transfer
Haitao Lin, Boxin Zhao, Mladen Kolar +1
We study how to accelerate Bayesian optimization (BO) on a target task by transferring historical knowledge from related source tasks. Existing work on BO with knowledge transfer e…