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06/11/2023
FedDec: Peer-to-peer Aided Federated Learning
Federated learning (FL) has enabled training machine learning models exp...
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01/29/2023
Quid pro Quo in Streaming Services: Algorithms for Cooperative Recommendations
Recommendations are employed by Content Providers (CPs) of streaming ser...
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07/15/2022
Pick your Neighbor: Local Gauss-Southwell Rule for Fast Asynchronous Decentralized Optimization
In decentralized optimization environments, each agent i in a network of...
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10/02/2021
Network Friendly Recommendations: Optimizing for Long Viewing Sessions
Caching algorithms try to predict content popularity, and place the cont...
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04/02/2021
Fairness in Network-Friendly Recommendations
As mobile traffic is dominated by content services (e.g., video), which ...
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03/22/2021
Multi-Transmitter Coded Caching Networks with Transmitter-side Knowledge of File Popularity
This work presents a new way of exploiting non-uniform file popularity i...
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12/07/2020
SOBA: Session optimal MDP-based network friendly recommendations
Caching content over CDNs or at the network edge has been solidified as ...
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10/06/2020
Network-aware Recommendations in the Wild: Methodology, Realistic Evaluations, Experiments
Joint caching and recommendation has been recently proposed as a new par...
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06/15/2020
An approximation algorithm for joint caching and recommendations in cache networks
Streaming platforms, like Netflix and YouTube, strive to offer a high qu...
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12/21/2019
A Swiss Army Knife for Dynamic Caching in Small Cell Networks
We consider a dense cellular network, in which a limited-size cache is a...
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07/15/2019
Towards QoS-Aware Recommendations
This paper suggests the concept of QoS-aware recommendations for multime...
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05/13/2019
The Order of Things: Position-Aware Network-friendly Recommendations in Long Viewing Sessions
Caching has recently attracted a lot of attention in the wireless commun...
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05/30/2018
Model-Driven Artificial Intelligence for Online Network Optimization
Future 5G wireless networks will rely on agile and automated network man...
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05/17/2018
Show me the Cache: Optimizing Cache-Friendly Recommendations for Sequential Content Access
Caching has been successfully applied in wired networks, in the context ...
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09/30/2016