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cs.LG2026
Improving Access to Essential Medicines via Decision-Aware Machine Learning
Angel Tsai-Hsuan Chung, Jatu Abdulai, Patrick Bayoh +4
A critical challenge in healthcare systems in low- and middle-income countries (LMICs) is the efficient and equitable allocation of scarce resources, particularly essential medicin…
cs.LG2024
Stochastic Bandits with ReLU Neural Networks
Kan Xu, Hamsa Bastani, Surbhi Goel +1
We study the stochastic bandit problem with ReLU neural network structure. We show that a regret guarantee is achievable by considering bandits with one-layer…
cs.LG2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback
Haosen Ge, Hamsa Bastani, Osbert Bastani
Conformal prediction has emerged as an effective strategy for uncertainty quantification by modifying a model to output sets of labels instead of a single label. These prediction s…