Foto von Marvin Xhemrishi

M.Sc. Marvin Xhemrishi

Technische Universität München

Professur für Codierung und Kryptographie (Prof. Wachter-Zeh)

Postadresse

Postal:
Theresienstr. 90
80333 München

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SwiftAgg Federated Learning

Beschreibung

Federated learning is a promising learning method for data that is decentralized. For privacy reasons, the devices that own the data cannot share it without performing extra computations (such as encryption, secret sharing etc). Since the end devices have to compute local gradients over their dataset, then the presence of low processing nodes, referred to as stragglers, can outweigh the benefits of the parallelism. A central entity serves as an aggregation node, that aggregates the local gradients received from the end devices. Due to privacy reasons, the aggregation node shall not learn the dataset of a device from the local gradient it computes. SwiftAgg[1] is a scheme that allows straggler resiliency and secure aggregation. 

 

[1] - https://arxiv.org/pdf/2202.04169.pdf

Voraussetzungen

- Information Theory

Kontakt

marvin.xhemrishi@tum.de

Betreuer:

Laufende Abschlussarbeiten

Publikationen

2021

  • Maringer G.; Xhemrishi M.; Puchinger S.; Garb K.; Liu H.; Jerkovits T.; Hiller M.; Wachter-Zeh A.Kürzinger L.;: Analysis of Communication Channels related to Physically Unclonable Functions. arXiv, 2021 mehr…
  • Xhemrishi M.: Trade-off between privacy and sparsity in coded computing. 36th meeting of ITG Professional Group "Applied Information Theory", 2021 mehr…

2020

  • Bitar R.; Xhemrishi M.; Wachter-Zeh A.: Rateless Private Matrix-Matrix Multiplication. European School of Information Theory, 2020 mehr…
  • Bitar R.; Xhemrishi M.; Wachter-Zeh A.: Fountain codes for Private Distributed Matrix-Matrix Multiplication. International Symposium in Information Theory and its Applications, 2020 mehr…

2019

  • Xhemrishi, M.; Coşkun, M. C.; Liva, G.; Östman, J.; Durisi, G. : List Decoding of Short Codes for Communication over Unknown Fading Channels. , Workshop on Coding, Cooperation, and Security in Modern Communication Networks (COCO 2019) . , 2019 mehr…
  • Xhemrishi, M.; Coşkun, M. C.; Liva, G.: List Decoding for Fading Channels. Oberpfaffenhofen Workshop on High Throughput Coding (OWHTC) , 2019 mehr…
  • Xhemrishi, M.; Coşkun, M. C.; Liva, G.; Östman, J.; Durisi, G.: List Decoding of Short Codes for Communication over Unknown Fading Channels. Asilomar Conference on Signals, Systems, and Computers, 2019 mehr…