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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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* Shorter version accepted at AutoML Conference 2022 Workshop Track 

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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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* Appeared in CVPR CLVision workshop. arXiv admin note: substantial text overlap with arXiv:2203.04640 

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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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* A short version of this paper has been presented at the NeurIPS '21 Workshop on Distribution Shifts 

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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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* Accepted at the NeurIPS '21 Workshop on Distribution Shifts 

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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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A Linear Bandit for Seasonal Environments


Apr 28, 2020
Giuseppe Di Benedetto, Vito Bellini, Giovanni Zappella

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Learning to Rank in the Position Based Model with Bandit Feedback


Apr 27, 2020
Beyza Ermis, Patrick Ernst, Yannik Stein, Giovanni Zappella

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Contextual Bandits under Delayed Feedback


Jul 05, 2018
Claire Vernade, Alexandra Carpentier, Giovanni Zappella, Beyza Ermis, Michael Brueckner

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