Kevin S. Chan

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Communication-efficient k-Means for Edge-based Machine Learning

We consider the problem of computing the k-means centers for a large hig...
02/08/2021 ∙ by Hanlin Lu, et al. ∙ 13 ∙ share

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Resource Allocation in One-dimensional Distributed Service Networks with Applications

We consider assignment policies that allocate resources to users, where ...
11/09/2020 ∙ by Nitish K. Panigrahy, et al. ∙ 0 ∙ share

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You Do (Not) Belong Here: Detecting DPI Evasion Attacks with Context Learning

As Deep Packet Inspection (DPI) middleboxes become increasingly popular,...
11/03/2020 ∙ by Shitong Zhu, et al. ∙ 0 ∙ share

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Connecting the Dots: Detecting Adversarial Perturbations Using Context Inconsistency

There has been a recent surge in research on adversarial perturbations t...
07/19/2020 ∙ by Shasha Li, et al. ∙ 10 ∙ share

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Sharing Models or Coresets: A Study based on Membership Inference Attack

Distributed machine learning generally aims at training a global model b...
07/06/2020 ∙ by Hanlin Lu, et al. ∙ 0 ∙ share

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A4 : Evading Learning-based Adblockers

Efforts by online ad publishers to circumvent traditional ad blockers to...
01/29/2020 ∙ by Shitong Zhu, et al. ∙ 0 ∙ share

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Geometric Laplacian Eigenmap Embedding

Graph embedding seeks to build a low-dimensional representation of a gra...
05/23/2019 ∙ by Leo Torres, et al. ∙ 0 ∙ share

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Learning and Planning in Feature Deception Games

Today's high-stakes adversarial interactions feature attackers who const...
05/13/2019 ∙ by Zheyuan Ryan Shi, et al. ∙ 0 ∙ share

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Robust Coreset Construction for Distributed Machine Learning

Motivated by the need of solving machine learning problems over distribu...
04/11/2019 ∙ by Hanlin Lu, et al. ∙ 0 ∙ share

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Resource Allocation in One-dimensional Distributed Service Networks

We consider assignment policies that allocate resources to users, where ...
01/08/2019 ∙ by Nitish K. Panigrahy, et al. ∙ 0 ∙ share

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A queueing-theoretic model for resource allocation in one-dimensional distributed service network

We consider assignment policies that allocate resources to requesting us...
01/08/2019 ∙ by Nitish K. Panigrahy, et al. ∙ 0 ∙ share

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