Arnob Ghosh | DeepAI

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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...

0 Peizhong Ju, et al. ∙

∙ 03/10/2023

Provably Efficient Model-Free Algorithms for Non-stationary CMDPs

We study model-free reinforcement learning (RL) algorithms in episodic n...

0 Honghao Wei, et al. ∙

∙ 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...

0 Diptangshu Sen, et al. ∙

∙ 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...

0 Arnob Ghosh, et al. ∙

∙ 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...

0 Yuntian Deng, et al. ∙

∙ 06/23/2022

Provably Efficient Model-Free Constrained RL with Linear Function Approximation

We study the constrained reinforcement learning problem, in which an age...

0 Arnob Ghosh, et al. ∙

∙ 03/14/2021

Competition among Ride Service Providers with Autonomous Vehicles

Autonomous vehicles (AVs) are attractive for ride service providers (RSP...

0 Arnob Ghosh, et al. ∙

∙ 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 ...

0 Arnob Ghosh, et al. ∙

∙ 03/30/2020

Discriminatory Price Mechanism for Smart Grid

We consider a scenario where the retailers can select different prices t...

0 Diptangshu Sen, et al. ∙

∙ 05/30/2019

Reinforcement Learning for Mean Field Game

Stochastic games provide a framework for interactions among multi-agents...

0 Nilay Tiwari, et al. ∙

∙ 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...

0 Abubakr Alabbasi, et al. ∙

∙ 02/26/2019

Competition with Three-Tier Spectrum Access and Spectrum Monitoring

The Citizens Broadband Radio Service (CBRS) recently adopted in the U.S....

0 Arnob Ghosh, et al. ∙

∙ 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 ...

0 Arnob Ghosh, et al. ∙

∙ 11/30/2018

Optimized Portfolio Contracts for Bidding the Cloud

Amazon EC2 provides two most popular pricing schemes--i) the costly on-...

0 Yang Zhang, et al. ∙

∙ 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...

0 Arnob Ghosh, et al. ∙

∙ 04/26/2017

A Rate Adaptation Algorithm for Tile-based 360-degree Video Streaming

In the 360-degree immersive video, a user only views a part of the entir...

0 Arnob Ghosh, et al. ∙

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