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Giovanni Zappella

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A Negative Result on Gradient Matching for Selective Backprop

Dec 08, 2023
Lukas Balles, Cedric Archambeau, Giovanni Zappella

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Continual Learning with Low Rank Adaptation

Nov 29, 2023
Martin Wistuba, Prabhu Teja Sivaprasad, Lukas Balles, Giovanni Zappella

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Renate: A Library for Real-World Continual Learning

Apr 24, 2023
Martin Wistuba, Martin Ferianc, Lukas Balles, Cedric Archambeau, Giovanni Zappella

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PASHA: Efficient HPO with Progressive Resource Allocation

Jul 14, 2022
Ondrej Bohdal, Lukas Balles, Beyza Ermis, Cédric Archambeau, Giovanni Zappella

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Continual Learning with Transformers for Image Classification

Jun 28, 2022
Beyza Ermis, Giovanni Zappella, Martin Wistuba, Aditya Rawal, Cedric Archambeau

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Gradient-Matching Coresets for Rehearsal-Based Continual Learning

Mar 28, 2022
Lukas Balles, Giovanni Zappella, Cédric Archambeau

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Memory Efficient Continual Learning for Neural Text Classification

Mar 09, 2022
Beyza Ermis, Giovanni Zappella, Martin Wistuba, Cedric Archambeau

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Gradient-matching coresets for continual learning

Dec 09, 2021
Lukas Balles, Giovanni Zappella, Cédric Archambeau

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A resource-efficient method for repeated HPO and NAS problems

Mar 30, 2021
Giovanni Zappella, David Salinas, Cédric Archambeau

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Amazon SageMaker Autopilot: a white box AutoML solution at scale

Dec 16, 2020
Piali Das, Valerio Perrone, Nikita Ivkin, Tanya Bansal, Zohar Karnin, Huibin Shen, Iaroslav Shcherbatyi, Yotam Elor, Wilton Wu, Aida Zolic, Thibaut Lienart, Alex Tang, Amr Ahmed, Jean Baptiste Faddoul, Rodolphe Jenatton, Fela Winkelmolen, Philip Gautier, Leo Dirac, Andre Perunicic, Miroslav Miladinovic, Giovanni Zappella, Cédric Archambeau, Matthias Seeger, Bhaskar Dutt, Laurence Rouesnel

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