no code implementations • 9 Mar 2024 • Spencer Hutchinson, Tianyi Chen, Mahnoosh Alizadeh
In this work, we consider a version of this problem with static linear constraints that the player receives noisy feedback of and must always satisfy.
1 code implementation • 29 Aug 2023 • Spencer Hutchinson, Berkay Turan, Mahnoosh Alizadeh
Lastly, we introduce a generalization of the safe linear bandit setting where the constraints are convex and adapt our algorithms and analyses to this setting by leveraging a novel convex-analysis based approach.
no code implementations • 28 Jul 2023 • Spencer Hutchinson, Berkay Turan, Mahnoosh Alizadeh
In societal-scale infrastructures, such as electric grids or transportation networks, pricing mechanisms are often used as a way to shape users' demand in order to lower operating costs and improve reliability.
no code implementations • 1 May 2023 • Spencer Hutchinson, Berkay Turan, Mahnoosh Alizadeh
Simulation results for this algorithm support the sublinear regret bound and provide empirical evidence that the sharpness of the constraint set impacts the performance of the algorithm.
