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06/01/2023
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning
Fairness plays a crucial role in various multi-agent systems (e.g., comm...
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03/10/2023
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs
We study model-free reinforcement learning (RL) algorithms in episodic n...
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03/02/2023
Pricing in Ride-sharing Markets : Effects of network competition and autonomous vehicles
Autonomous vehicles will be an integral part of ride-sharing services in...
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11/28/2022
Provably Efficient Model-free RL in Leader-Follower MDP with Linear Function Approximation
We consider a multi-agent episodic MDP setup where an agent (leader) tak...
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07/02/2022
Interference Constrained Beam Alignment for Time-Varying Channels via Kernelized Bandits
To fully utilize the abundant spectrum resources in millimeter wave (mmW...
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06/23/2022
Provably Efficient Model-Free Constrained RL with Linear Function Approximation
We study the constrained reinforcement learning problem, in which an age...
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03/14/2021
Competition among Ride Service Providers with Autonomous Vehicles
Autonomous vehicles (AVs) are attractive for ride service providers (RSP...
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12/31/2020
Model Free Reinforcement Learning Algorithm for Stationary Mean field Equilibrium for Multiple Types of Agents
We consider a multi-agent Markov strategic interaction over an infinite ...
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03/30/2020
Discriminatory Price Mechanism for Smart Grid
We consider a scenario where the retailers can select different prices t...
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05/30/2019
Reinforcement Learning for Mean Field Game
Stochastic games provide a framework for interactions among multi-agents...
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03/09/2019
DeepPool: Distributed Model-free Algorithm for Ride-sharing using Deep Reinforcement Learning
The success of modern ride-sharing platforms crucially depends on the pr...
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02/26/2019
Competition with Three-Tier Spectrum Access and Spectrum Monitoring
The Citizens Broadband Radio Service (CBRS) recently adopted in the U.S....
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11/30/2018
A Robust Algorithm for Tile-based 360-degree Video Streaming with Uncertain FoV Estimation
We propose a robust scheme for streaming 360-degree immersive videos to ...
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11/30/2018
Optimized Portfolio Contracts for Bidding the Cloud
Amazon EC2 provides two most popular pricing schemes--i) the costly on-...
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04/22/2018
Exchange of Renewable Energy among Prosumers using Blockchain with Dynamic Pricing
We consider users which may have renewable energy harvesting devices, or...
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04/26/2017