Is Class-Incremental Enough for Continual Learning?

The ability of a model to learn continually can be empirically assessed in different continual learning scenarios. Each scenario defines the constraints and the opportunities of the learning environment. Here, we challenge the current trend in the continual learning literature to experiment mainly o...

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Detalles Bibliográficos
Autores principales: Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco
Formato: Artículo
Lenguaje:English
Publicado: Frontiers Media S.A. 2022-03-01
Colección:Frontiers in Artificial Intelligence
Materias:
Acceso en línea:https://www.frontiersin.org/articles/10.3389/frai.2022.829842/full