2 papers
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.LG2025
Quantum Non-Linear Bandit Optimization
Zakaria Shams Siam, Chaowen Guan, Chong Liu
We study non-linear bandit optimization where the learner maximizes a black-box function with zeroth order function oracle, which has been successfully applied in many critical app…