Výsledky vyhledávání - "Mike Huisman"

Stateless neural meta-learning using second-order gradients

Autor: Mike Huisman, Aske Plaat, Jan N. van Rijn

Publikováno v: Machine Learning. 111:3227-3244

Meta-learning can be used to learn a good prior that facilitates quick learning; two popular approaches are MAML and the meta-learner LSTM. These two methods represent important and different approaches in meta-learning. In this work, we study the tw

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::1f09cc43635e635941939186ebc5ac16
https://doi.org/10.1007/s10994-022-06210-y

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A Survey of Deep Meta-Learning

Autor: Mike Huisman, Jan N. van Rijn, Aske Plaat

Publikováno v: Artificial Intelligence Review, 54(6), 4483-4541
ARTIFICIAL INTELLIGENCE REVIEW, 54(6), 4483-4541. SPRINGER

Deep neural networks can achieve great successes when presented with large data sets and sufficient computational resources. However, their ability to learn new concepts quickly is limited. Meta-learning is one approach to address this issue, by enab

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::4ab8a76fe10773b9b7006cbc11189a8a
http://arxiv.org/abs/2010.03522

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