7 citations · 7 across the 7 of their papers we have counts for
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stat.ML2025
Function-on-Function Bayesian Optimization
Jingru Huang, Haijie Xu, Manrui Jiang +1
Bayesian optimization (BO) has been widely used to optimize expensive and gradient-free objective functions across various domains. However, existing BO methods have not addressed…
stat.ML2025
Design of Experiment for Discovering Directed Mixed Graph
Haijie Xu, Chen Zhang
We study the design of interventions for causal discovery in simple structural causal models whose causal graphs are directed mixed graphs (DMGs) that may contain directed cycles a…
stat.ML2025
Quickest Causal Change Point Detection by Adaptive Intervention
Haijie Xu, Chen Zhang
We propose an algorithm for change point monitoring in linear causal models that accounts for interventions. Through a special centralization technique, we can concentrate the chan…