Search Results for author: Giulia Lanzillotta

Found 2 papers, 0 papers with code

Towards guarantees for parameter isolation in continual learning

no code implementations2 Oct 2023 Giulia Lanzillotta, Sidak Pal Singh, Benjamin F. Grewe, Thomas Hofmann

Deep learning has proved to be a successful paradigm for solving many challenges in machine learning.

Continual Learning

On the interventional consistency of autoencoders

no code implementations29 Sep 2021 Giulia Lanzillotta, Felix Leeb, Stefan Bauer, Bernhard Schölkopf

Autoencoders have played a crucial role in the field of representation learning since its inception, proving to be a flexible learning scheme able to accommodate various notions of optimality of the representation.

Disentanglement

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