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04/16/2021
Welfare Measure for Resource Allocation with Algorithmic Implementation: Beyond Average and Max-Min
In this work, we propose an axiomatic approach for measuring the perform...
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10/21/2020
On Information Asymmetry in Competitive Multi-Agent Reinforcement Learning: Convergence and Optimality
In this work, we study the system of interacting non-cooperative two Q-l...
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10/21/2020
Coordinated Online Learning for Multi-Agent Systems with Coupled Constraints and Perturbed Utility Observations
Competitive non-cooperative online decision-making agents whose actions ...
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02/14/2020
Resource-Aware Control via Dynamic Pricing for Congestion Game with Finite-Time Guarantees
Congestion game is a widely used model for modern networked applications...
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10/21/2019
Pricing Mechanism for Resource Sustainability in Competitive Online Learning Multi-Agent Systems
In this paper, we consider the problem of resource congestion control fo...
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10/21/2019
Robust Online Learning for Resource Allocation – Beyond Euclidean Projection and Dynamic Fit
Online-learning literature has focused on designing algorithms that ensu...
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10/21/2019