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06/07/2023
Optimal Fair Multi-Agent Bandits
In this paper, we study the problem of fair multi-agent multi-arm bandit...
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09/30/2022
Joint Scheduling and Resource Allocation for Packets with Deadlines and Priorities
Cellular networks provide communication for different applications. Some...
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09/04/2022
Communication Efficient Distributed Learning over Wireless Channels
Vertical distributed learning exploits the local features collected by m...
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10/25/2021
Medium Access Control protocol for Collaborative Spectrum Learning in Wireless Networks
In recent years there is a growing effort to provide learning algorithms...
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08/15/2021
Decentralized Power Allocation and Beamforming Using Non-Convex Nash Game for Energy-Aware mmWave Networks
This paper focuses on the problem of joint beamforming control and power...
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04/06/2021
Distributed Deep Reinforcement Learning for Collaborative Spectrum Sharing
Spectrum sharing among users is a fundamental problem in the management ...
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03/29/2021
Distributed learning in congested environments with partial information
How can non-communicating agents learn to share congested resources effi...
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03/30/2020
Decentralized Learning for Channel Allocation in IoT Networks over Unlicensed Bandwidth as a Contextual Multi-player Multi-armed Bandit Game
We study a decentralized channel allocation problem in an ad-hoc Interne...
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02/23/2020
My Fair Bandit: Distributed Learning of Max-Min Fairness with Multi-player Bandits
Consider N cooperative but non-communicating players where each plays on...
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10/22/2019
Restless Hidden Markov Bandits with Linear Rewards
This paper presents an algorithm and regret analysis for the restless hi...
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09/15/2019
Noisy Beeping Networks
We introduce noisy beeping networks, where nodes have limited communicat...
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02/17/2019
Distributed Learning for Channel Allocation Over a Shared Spectrum
Channel allocation is the task of assigning channels to users such that ...
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01/31/2019
The Interference Channel Revisited: Eliminating Interference with a Two Antenna Receiver
It is shown that a receiver equipped with two antennas may null an arbit...
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10/26/2018
Game of Thrones: Fully Distributed Learning for Multi-Player Bandits
We consider a multi-armed bandit game where N players compete for M arms...
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10/26/2018
Distributed Multi-Player Bandits - a Game of Thrones Approach
We consider a multi-armed bandit game where N players compete for K arms...
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10/12/2018
Finite sample performance of linear least squares estimation
Linear Least Squares is a very well known technique for parameter estima...
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09/22/2018
Spectrum and Energy Efficient Multiple Access for Detection in Wireless Sensor Networks
We consider a binary hypothesis testing problem using Wireless Sensor Ne...
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08/13/2018
Game Theoretic Analysis for Joint Sponsored and Edge Caching Content Service Market
With a sponsored content scheme in a wireless network, a sponsored conte...
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05/29/2018
Maximizing Service Reward for Queues with Deadlines
In this paper we consider a real time queuing system with rewards and de...
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03/02/2018
Energy Efficiency of Opportunistic Device-to-Device Relaying Under Lognormal Shadowing
Energy consumption is a major limitation of low power and mobile devices...
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01/23/2018
Decentralized Caching for Content Delivery Based on Blockchain: A Game Theoretic Perspective
Blockchains enables tamper-proof, ordered logging for transactional data...
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12/20/2016
RIDS: Robust Identification of Sparse Gene Regulatory Networks from Perturbation Experiments
Reconstructing the causal network in a complex dynamical system plays a ...
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01/21/2016