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Anastasiia Usmanova

3 papers hereh-index 397 citations3 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

most citedA distillation-based approach integrating continual learning and federated learning for pervasive services

33 citations · 38 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2022

Federated Continual Learning through distillation in pervasive computing

Anastasiia Usmanova, François Portet, Philippe Lalanda +1

Federated Learning has been introduced as a new machine learning paradigm enhancing the use of local devices. At a server level, FL regularly aggregates models learned locally on d…

cs.LG2022★ 5 cited

Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain

Anastasiia Usmanova, François Portet, Philippe Lalanda +1

Federated Learning has been introduced as a new machine learning paradigm enhancing the use of local devices. At a server level, FL regularly aggregates models learned locally on d…

cs.AI2021★ 33 cited

A distillation-based approach integrating continual learning and federated learning for pervasive services

Anastasiia Usmanova, François Portet, Philippe Lalanda +1

Federated Learning, a new machine learning paradigm enhancing the use of edge devices, is receiving a lot of attention in the pervasive community to support the development of smar…

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