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06/05/2023
Bayesian Learning of Optimal Policies in Markov Decision Processes with Countably Infinite State-Space
Models of many real-life applications, such as queuing models of communi...
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03/06/2022
OpenGridGym: An Open-Source AI-Friendly Toolkit for Distribution Market Simulation
This paper presents OpenGridGym, an open-source Python-based package tha...
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02/04/2022
Learning a Discrete Set of Optimal Allocation Rules in Queueing Systems with Unknown Service Rates
We study learning-based admission control for a classical Erlang-B block...
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11/01/2021
Decentralized Cooperative Reinforcement Learning with Hierarchical Information Structure
Multi-agent reinforcement learning (MARL) problems are challenging due t...
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10/25/2021
Common Information based Approximate State Representations in Multi-Agent Reinforcement Learning
Due to information asymmetry, finding optimal policies for Decentralized...
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02/23/2021
Dynamic Games among Teams with Delayed Intra-Team Information Sharing
We analyze a class of stochastic dynamic games among teams with asymmetr...
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02/18/2020
Empirical Policy Evaluation with Supergraphs
We devise and analyze algorithms for the empirical policy evaluation pro...
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07/05/2019
Restart perturbations for lazy, reversible Markov chains: trichotomy and pre-cutoff equivalence
Given a lazy, reversible Markov chain with n states and transition matri...
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04/29/2019
Local non-Bayesian social learning with stubborn agents
In recent years, people have increasingly turned to social networks like...
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11/01/2018
Social Learning with Questions
This work studies sequential social learning (also known as Bayesian obs...
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04/13/2018
Incentive design for learning in user-recommendation systems with time-varying states
We consider the problem of how strategic users with asymmetric informati...
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04/09/2018
Personalized PageRank dimensionality and algorithmic implications
Many systems, including the Internet, social networks, and the power gri...
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12/12/2017
Small-Scale Markets for Bilateral Resource Trading in the Sharing Economy
We consider a general small-scale market for agent-to-agent resource sha...
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04/08/2016