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09/15/2023
Clustered Multi-Agent Linear Bandits
We address in this paper a particular instance of the multi-agent linear...
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09/15/2023
Price of Safety in Linear Best Arm Identification
We introduce the safe best-arm identification framework with linear feed...
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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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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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10/11/2019
Theoretical Limits of Pipeline Parallel Optimization and Application to Distributed Deep Learning
We investigate the theoretical limits of pipeline parallel learning of d...
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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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10/05/2016
Decentralized Topic Modelling with Latent Dirichlet Allocation
Privacy preserving networks can be modelled as decentralized networks (e...
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06/08/2016
Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions
In decentralized networks (of sensors, connected objects, etc.), there i...
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11/17/2015
Extending Gossip Algorithms to Distributed Estimation of U-Statistics
Efficient and robust algorithms for decentralized estimation in networks...
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01/12/2015