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cs.LG2026
Near-Optimal Regret Bounds for Monotone Stochastic Optimization under Semi-Bandit Feedback
Tao Hu, Rohan Ghuge
Stochastic optimization models sequential decision-making under uncertainty, typically assuming known input distributions. When these distributions are unknown, \citet{agarwal2026s…
cs.DS2026
Stochastic Function Certification with Correlations
Rohan Ghuge, Jai Moondra, Mohit Singh
We study the Stochastic Boolean Function Certification (SBFC) problem, where we are given Bernoulli random variables on a ground set of elements with…