Online fast adaptation and knowledge accumulation: a new approach to continual learning

M Caccia, P Rodriguez, O Ostapenko… - arXiv preprint arXiv …, 2020 - arxiv.org
Continual learning studies agents that learn from streams of tasks without forgetting previous
ones while adapting to new ones. Two recent continual-learning scenarios have opened …

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

M Caccia, P Rodriguez, O Ostapenko… - arXiv e …, 2020 - ui.adsabs.harvard.edu
Continual learning studies agents that learn from streams of tasks without forgetting previous
ones while adapting to new ones. Two recent continual-learning scenarios have opened …

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

M Caccia, P Rodriguez, O Ostapenko, F Normandin… - researchgate.net
Learning from non-stationary data remains a great challenge for machine learning.
Continual learning addresses this problem in scenarios where the learning agent faces a …