Search Results for author: Eunyoung Hyung

Found 2 papers, 2 papers with code

Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets

1 code implementation ICLR 2021 Hayeon Lee, Eunyoung Hyung, Sung Ju Hwang

Despite the success of recent Neural Architecture Search (NAS) methods on various tasks which have shown to output networks that largely outperform human-designed networks, conventional NAS methods have mostly tackled the optimization of searching for the network architecture for a single task (dataset), which does not generalize well across multiple tasks (datasets).

Meta-Learning Neural Architecture Search

Task-Adaptive Neural Network Search with Meta-Contrastive Learning

1 code implementation NeurIPS 2021 Wonyong Jeong, Hayeon Lee, Gun Park, Eunyoung Hyung, Jinheon Baek, Sung Ju Hwang

To address such limitations, we introduce a novel problem of \emph{Neural Network Search} (NNS), whose goal is to search for the optimal pretrained network for a novel dataset and constraints (e. g. number of parameters), from a model zoo.

Contrastive Learning Meta-Learning +1

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