Edmund Yeh | DeepAI

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∙ 06/01/2023

Towards Bias Correction of FedAvg over Nonuniform and Time-Varying Communications

Federated learning (FL) is a decentralized learning framework wherein a ...

0 Ming Xiang, et al. ∙

∙ 03/03/2023

Congestion-aware routing and content placement in elastic cache networks

Caching can be leveraged to significantly improve network performance an...

0 Jinkun Zhang, et al. ∙

∙ 05/15/2022

Optimal Congestion-aware Routing and Offloading in Collaborative Edge Computing

Collaborative edge computing (CEC) is an emerging paradigm where heterog...

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∙ 05/02/2022

Result and Congestion Aware Optimal Routing and Partial Offloading in Collaborative Edge Computing

Collaborative edge computing (CEC) is an emerging paradigm where heterog...

0 Jinkun Zhang, et al. ∙

∙ 01/13/2022

Experimental Design Networks: A Paradigm for Serving Heterogeneous Learners under Networking Constraints

Significant advances in edge computing capabilities enable learning to o...

0 Yuezhou Liu, et al. ∙

∙ 06/20/2021

Robust Regression via Model Based Methods

The mean squared error loss is widely used in many applications, includi...

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∙ 01/09/2021

Rate Allocation and Content Placement in Cache Networks

We introduce the problem of optimal congestion control in cache networks...

0 Khashayar Kamran, et al. ∙

∙ 12/28/2020

Selfish Caching Games on Directed Graphs

Caching networks can reduce the routing costs of accessing contents by c...

0 Qian Ma, et al. ∙

∙ 01/30/2019

Spatial Soft-Core Caching

We propose a decentralized spatial soft-core cache placement (SSCC) poli...

0 Derya Malak, et al. ∙

∙ 01/14/2019

Kelly Cache Networks

We study networks of M/M/1 queues in which nodes act as caches that stor...

0 Milad Mahdian, et al. ∙

∙ 10/17/2018

Mixed-Timescale Online PHY Caching for Dual-Mode MIMO Cooperative Networks

Recently, physical layer (PHY) caching has been proposed to exploit the ...

0 An Liu, et al. ∙

∙ 05/01/2018

Updating Content in Cache-Aided Coded Multicast

Motivated by applications to delivery of dynamically updated, but correl...

0 Milad Mahdian, et al. ∙

∙ 10/14/2017

MinDelay: Low-latency Forwarding and Caching Algorithms for Information-Centric Networks

We present a new unified framework for minimizing congestion-dependent n...

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