Robust Data-Driven Decision-Making: Human-AI Alignment, Adaptivity, and Optimality
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AI-assisted decision-making systems have revolutionized fields ranging from medical treatment to online marketing by learning from data to optimize sequential decisions. However, real-world deployment reveals fundamental challenges that compromise system reliability and effectiveness. For instance, human users may distrust or selectively follow…
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