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05/29/2023
The First and Second Order Asymptotics of Covert Communication over AWGN Channels
This paper investigates the asymptotics of the maximal throughput of com...
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07/04/2022
The Economics of Privacy and Utility: Investment Strategies
The inevitable leakage of privacy as a result of unrestrained disclosure...
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05/23/2022
Learning to Advise and Learning from Advice in Cooperative Multi-Agent Reinforcement Learning
Learning to coordinate is a daunting problem in multi-agent reinforcemen...
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05/04/2022
Uncertainty-Autoencoder-Based Privacy and Utility Preserving Data Type Conscious Transformation
We propose an adversarial learning framework that deals with the privacy...
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09/29/2021
Information-Bottleneck-Based Behavior Representation Learning for Multi-agent Reinforcement learning
In multi-agent deep reinforcement learning, extracting sufficient and co...
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06/29/2020
VAE-KRnet and its applications to variational Bayes
In this work, we have proposed a generative model for density estimation...
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01/26/2020
Efficient, Effective and Well Justified Estimation of Active Nodes within a Cluster
Reliable and efficient estimation of the size of a dynamically changing ...
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01/23/2019
Coupling the reduced-order model and the generative model for an importance sampling estimator
In this work, we develop an importance sampling estimator by coupling th...
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01/19/2019
Algebraic Properties of Wyner Common Information Solution under Graphical Constraints
The Constrained Minimum Determinant Factor Analysis (CMDFA) setting was ...
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01/10/2018
Latent Factor Analysis of Gaussian Distributions under Graphical Constraints
In this paper, we explored the algebraic structures of solution spaces f...
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01/10/2018
Gaussian Latent Factor Analysis under Graphical Constraints
In this paper we explored the algebraic structure of the solution space ...
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12/28/2017
Chernoff Information between Gaussian Trees
In this paper, we aim to provide a systematic study of the relationship ...
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12/28/2017
Topological and Algebraic Properties of Chernoff Information between Gaussian Graphs
In this paper, we want to find out the determining factors of Chernoff i...
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01/24/2016