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11/07/2022
Group Testing with Side Information via Generalized Approximate Message Passing
Group testing can help maintain a widespread testing program using fewer...
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06/08/2022
Gradient Obfuscation Gives a False Sense of Security in Federated Learning
Federated learning has been proposed as a privacy-preserving machine lea...
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10/07/2021
Neural Tangent Kernel Empowered Federated Learning
Federated learning (FL) is a privacy-preserving paradigm where multiple ...
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06/04/2021
Contact Tracing Information Improves the Performance of Group Testing Algorithms
Group testing can help maintain a widespread testing program using fewer...
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11/28/2020
Contact Tracing Enhances the Efficiency of COVID-19 Group Testing
Group testing can save testing resources in the context of the ongoing C...
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07/18/2020
Local Convergence of an AMP Variant to the LASSO Solution in Finite Dimensions
A common sparse linear regression formulation is the l1 regularized leas...
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05/05/2020
mmWave Channel Estimation via Approximate Message Passing with Side Information
This work considers millimeter-wave channel estimation in a setting wher...
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04/06/2020
Noisy Pooled PCR for Virus Testing
Fast testing can help mitigate the coronavirus disease 2019 (COVID-19) p...
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03/25/2020
Rigorous State Evolution Analysis for Approximate Message Passing with Side Information
A common goal in many research areas is to reconstruct an unknown signal...
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07/04/2019
Bayesian Nonlinear Function Estimation with Approximate Message Passing
In many areas, massive amounts of data are collected and analyzed in ord...
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05/10/2019
Analysis of Approximate Message Passing with Non-Separable Denoisers and Markov Random Field Priors
Approximate message passing (AMP) is a class of low-complexity, scalable...
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02/01/2019
An Analysis of State Evolution for Approximate Message Passing with Side Information
A common goal in many research areas is to reconstruct an unknown signal...
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07/12/2018
An Approximate Message Passing Framework for Side Information
Approximate message passing (AMP) methods have gained recent traction in...
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01/02/2018