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06/20/2022
Guided Safe Shooting: model based reinforcement learning with safety constraints
In the last decade, reinforcement learning successfully solved complex c...
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06/01/2022
An α-No-Regret Algorithm For Graphical Bilinear Bandits
We propose the first regret-based approach to the Graphical Bilinear Ban...
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07/24/2021
Model-based micro-data reinforcement learning: what are the crucial model properties and which model to choose?
We contribute to micro-data model-based reinforcement learning (MBRL) by...
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12/22/2020
Refined bounds for randomized experimental design
Experimental design is an approach for selecting samples among a given s...
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12/14/2020
Best Arm Identification in Graphical Bilinear Bandits
We introduce a new graphical bilinear bandit problem where a learner (or...
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01/21/2019
Parallel Contextual Bandits in Wireless Handover Optimization
As cellular networks become denser, a scalable and dynamic tuning of wir...
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05/03/2017
Mass Volume Curves and Anomaly Ranking
This paper aims at formulating the issue of ranking multivariate unlabel...
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08/30/2015