2 papers
cs.LG2026
Causal Bayesian Optimization via Exogenous Distribution Learning
Shaogang Ren, Zihao Wang, Yuzhou Chen +1
Maximizing a target variable as an operational objective within a structural causal model is a fundamental problem. Causal Bayesian Optimization (CBO) approaches typically achieve…
cs.LG2024
Dynamic Incremental Optimization for Best Subset Selection
Shaogang Ren, Xiaoning Qian
Best subset selection is considered the `gold standard' for many sparse learning problems. A variety of optimization techniques have been proposed to attack this non-smooth non-con…