arxivcs.LGstat.ML2026-07-06
Probably Correct Optimal Stable Matching under Two-Sided Uncertainty
Andreas Athanasopoulos, Anne-Marie George, Christos Dimitrakakis
We study a sequential learning problem for stable matchings in two-sided markets where preferences on both sides are initially unknown. We focus on a centralized setting where an algorithm matches agents at each time step and receives noisy rewards that reflect the preferences of…