162 citations · 442 across the 14 of their papers we have counts for
3 papers · 1 filter
Competing Bandits in Matching Markets
Lydia T. Liu, Horia Mania, Michael I. Jordan
Stable matching, a classical model for two-sided markets, has long been studied with little consideration for how each side's preferences are learned. With the advent of massive on…
Model Similarity Mitigates Test Set Overuse
Horia Mania, John Miller, Ludwig Schmidt +2
Excessive reuse of test data has become commonplace in today's machine learning workflows. Popular benchmarks, competitions, industrial scale tuning, among other applications, all…
Certainty Equivalence is Efficient for Linear Quadratic Control
Horia Mania, Stephen Tu, Benjamin Recht
We study the performance of the certainty equivalent controller on Linear Quadratic (LQ) control problems with unknown transition dynamics. We show that for both the fully and part…