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Scaling the Number of Tasks in Continual Learning


Jul 10, 2022
Timothée Lesort, Oleksiy Ostapenko, Diganta Misra, Md Rifat Arefin, Pau Rodríguez, Laurent Charlin, Irina Rish

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Foundational Models for Continual Learning: An Empirical Study of Latent Replay


Apr 30, 2022
Oleksiy Ostapenko, Timothee Lesort, Pau Rodríguez, Md Rifat Arefin, Arthur Douillard, Irina Rish, Laurent Charlin

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Continual Learning via Local Module Composition


Nov 15, 2021
Oleksiy Ostapenko, Pau Rodriguez, Massimo Caccia, Laurent Charlin

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* NeurIPS 2021 

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Sequoia: A Software Framework to Unify Continual Learning Research


Aug 03, 2021
Fabrice Normandin, Florian Golemo, Oleksiy Ostapenko, Pau Rodriguez, Matthew D Riemer, Julio Hurtado, Khimya Khetarpal, Dominic Zhao, Ryan Lindeborg, Timothée Lesort, Laurent Charlin, Irina Rish, Massimo Caccia

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Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning


Mar 12, 2020
Massimo Caccia, Pau Rodriguez, Oleksiy Ostapenko, Fabrice Normandin, Min Lin, Lucas Caccia, Issam Laradji, Irina Rish, Alexande Lacoste, David Vazquez, Laurent Charlin

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Pruning at a Glance: Global Neural Pruning for Model Compression


Dec 03, 2019
Abdullah Salama, Oleksiy Ostapenko, Tassilo Klein, Moin Nabi

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* Extended version of the ICASSP paper (https://ieeexplore.ieee.org/document/8683224

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Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning


May 28, 2019
Oleksiy Ostapenko, Mihai Puscas, Tassilo Klein, Patrick Jähnichen, Moin Nabi

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* To appear at CVPR 2019 

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Self Paced Adversarial Training for Multimodal Few-shot Learning


Nov 22, 2018
Frederik Pahde, Oleksiy Ostapenko, Patrick Jähnichen, Tassilo Klein, Moin Nabi

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* To appear at WACV 2019 

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