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06/26/2023
Geometry-Aware Approaches for Balancing Performance and Theoretical Guarantees in Linear Bandits
This paper is motivated by recent developments in the linear bandit lite...
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11/06/2021
Dynamic Regret Minimization for Control of Non-stationary Linear Dynamical Systems
We consider the problem of controlling a Linear Quadratic Regulator (LQR...
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03/02/2020
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees
Graph representation learning is a ubiquitous task in machine learning w...
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12/14/2019