This survey provides a systematic review of CBO through a unified BO-loop perspective, showing how causal assumptions shape intervention search spaces, surrogate models, acquisition functions, and decision policies, and identifies key open challenges, including robustness to causal-assumption violations, scalable unkno...
Chen-Feng Huang, Thuy T. Le, Zi-Xuan Ma et al.· Trans. Mach. Learn. Res.· 0 citations
An Integrated Human-Centered Framework for AI-Assisted Group Counseling in Smart Schools is proposed that connects educational data ecosystems, AI-powered support systems, counseling processes, ethical governance, and student well-being outcomes.
H. Hoang, Hà Thị Trần, Tung Ngoc Nguyen et al.· Multidisciplinary Reviews· 0 citations
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