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06/08/2023
FedMLSecurity: A Benchmark for Attacks and Defenses in Federated Learning and LLMs
This paper introduces FedMLSecurity, a benchmark that simulates adversar...
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02/27/2023
Proof-of-Contribution-Based Design for Collaborative Machine Learning on Blockchain
We consider a project (model) owner that would like to train a model by ...
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05/31/2022
Secure Federated Clustering
We consider a foundational unsupervised learning task of k-means data cl...
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09/17/2021
Version Age of Information in Clustered Gossip Networks
We consider a network consisting of a single source and n receiver nodes...
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07/29/2021
Gossiping with Binary Freshness Metric
We consider the binary freshness metric for gossip networks that consist...
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05/06/2021
Age of Gossip in Networks with Community Structure
We consider a network consisting of a single source and n receiver nodes...
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03/01/2021
Gradient Coding with Dynamic Clustering for Straggler-Tolerant Distributed Learning
Distributed implementations are crucial in speeding up large scale machi...
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12/31/2020
Timely Communication in Federated Learning
We consider a federated learning framework in which a parameter server (...
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11/03/2020
Gradient Coding with Dynamic Clustering for Straggler Mitigation
In distributed synchronous gradient descent (GD) the main performance bo...
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06/02/2020
Age-Based Coded Computation for Bias Reduction in Distributed Learning
Coded computation can be used to speed up distributed learning in the pr...
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04/13/2020
Selective Encoding Policies for Maximizing Information Freshness
An information source generates independent and identically distributed ...
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02/13/2020
Age of Information with Gilbert-Elliot Servers and Samplers
We study age of information in a status updating system that consists of...
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01/27/2020
Optimal Selective Encoding for Timely Updates
We consider a system in which an information source generates independen...
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10/08/2019
Timely Distributed Computation with Stragglers
We consider a status update system in which the update packets need to b...
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05/06/2019
Age of Information Scaling in Large Networks with Hierarchical Cooperation
Given n randomly located source-destination (S-D) pairs on a fixed area ...
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04/25/2019
Age of Information in Multicast Networks with Multiple Update Streams
We consider the age of information in a multicast network where there is...
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12/26/2018
Age of Information in Multihop Multicast Networks
We consider the age of information in a multihop multicast network where...
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11/14/2018