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09/06/2023
Episodic Logit-Q Dynamics for Efficient Learning in Stochastic Teams
We present new learning dynamics combining (independent) log-linear lear...
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02/20/2023
Efficient-Q Learning for Stochastic Games
We present the new efficient-Q learning dynamics for stochastic games be...
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05/26/2022
Logit-Q Learning in Markov Games
We present new independent learning dynamics provably converging to an e...
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05/23/2022
Fictitious Play in Markov Games with Single Controller
Certain but important classes of strategic-form games, including zero-su...
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04/04/2022
On the Global Convergence of Stochastic Fictitious Play in Stochastic Games with Turn-based Controllers
This paper presents a learning dynamic with almost sure convergence guar...
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12/12/2021
On the Heterogeneity of Independent Learning Dynamics in Zero-sum Stochastic Games
We analyze the convergence properties of the two-timescale fictitious pl...
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11/23/2021
Independent Learning in Stochastic Games
Reinforcement learning (RL) has recently achieved tremendous successes i...
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06/04/2021
Decentralized Q-Learning in Zero-sum Markov Games
We study multi-agent reinforcement learning (MARL) in infinite-horizon d...
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10/08/2020
Fictitious play in zero-sum stochastic games
We present fictitious play dynamics for the general class of stochastic ...
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07/22/2019
Optimal Hierarchical Signaling for Quadratic Cost Measures and General Distributions: A Copositive Program Characterization
In this paper, we address the problem of optimal hierarchical signaling ...
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02/04/2019
Deception-As-Defense Framework for Cyber-Physical Systems
We introduce deceptive signaling framework as a new defense measure agai...
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01/30/2019
A Game Theoretical Error-Correction Framework for Secure Traffic-Sign Classification
We introduce a game theoretical error-correction framework to design cla...
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01/30/2019
Robust Sensor Design Against Multiple Attackers with Misaligned Control Objectives
We introduce a robust sensor design framework to provide defense against...
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02/22/2018
Reliable Intersection Control in Non-cooperative Environments
We propose a reliable intersection control mechanism for strategic auton...
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01/23/2014