• español
    • English
  • Login
  • español 
    • español
    • English
  • Tipos de Publicaciones
    • bookbook partconference objectdoctoral thesisjournal articlemagazinemaster thesispatenttechnical documentationtechnical report
Ver ítem 
  •   IMDEA Networks Principal
  • Ver ítem
  •   IMDEA Networks Principal
  • Ver ítem
JavaScript is disabled for your browser. Some features of this site may not work without it.

FL-Torrent: decentralised AI for the masses

Compartir
Ficheros
FL-Torrent poster (544.7Kb)
Identificadores
URI: https://hdl.handle.net/20.500.12761/1639
Metadatos
Mostrar el registro completo del ítem
Autor(es)
García-Recuero, Álvaro; Laoutaris, Nikolaos
Fecha
2022-06-08
Resumen
Google has made Federated Learning (FL) readily available to the public with their software and APIs as TensorFlow, but vendor lock-in is still a problem for experimental deployments of Federated Learning. It is therefore necessary to abide by the design of such proprietary APIs, implying full trust in their safety and security against backdoor or label flipping attacks, similarly to what used to occur in proprietary Operating Systems a while ago. More recently, several criticisms about the privacy of novel cookie killer applications of FL such as FL-of-Cohorts (FLoC) has also driven to the discontinuity of this web based system by Google, which just shows how industry solutions are often imperfect naturally. FL-Torrent aims to decentralise and thus democratise this vendor dominated API ecosystem for Federated Learning.
Compartir
Ficheros
FL-Torrent poster (544.7Kb)
Identificadores
URI: https://hdl.handle.net/20.500.12761/1639
Metadatos
Mostrar el registro completo del ítem

Listar

Todo IMDEA NetworksPor fecha de publicaciónAutoresTítulosPalabras claveTipos de contenido

Mi cuenta

Acceder

Estadísticas

Ver Estadísticas de uso

Difusión

emailContacto person Directorio wifi Eduroam rss_feed Noticias
Iniciativa IMDEA Sobre IMDEA Networks Organización Memorias anuales Transparencia
Síguenos en:
Comunidad de Madrid

UNIÓN EUROPEA

Fondo Social Europeo

UNIÓN EUROPEA

Fondo Europeo de Desarrollo Regional

UNIÓN EUROPEA

Fondos Estructurales y de Inversión Europeos

© 2021 IMDEA Networks. | Declaración de accesibilidad | Política de Privacidad | Aviso legal | Política de Cookies - Valoramos su privacidad: ¡este sitio no utiliza cookies!