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• W3097244456 abstract "The design of handcrafted neural networks requires a lot of time and resources. Recent techniques in Neural Architecture Search (NAS) have proven to be competitive or better than traditional handcrafted design, although they require domain knowledge and have generally used limited search spaces. In this paper, we propose a novel framework for neural architecture search, utilizing a dictionary of models of base tasks and the similarity between the target task and the atoms of the dictionary; hence, generating an adaptive search space based on the base models of the dictionary. By introducing a gradient-based search algorithm, we can evaluate and discover the best architecture in the search space without fully training the networks. The experimental results show the efficacy of our proposed task-aware approach." @default.
• W3097244456 created "2020-11-09" @default.
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• W3097244456 date "2020-10-27" @default.
• W3097244456 modified "2023-09-26" @default.
• W3097244456 title "Task-Aware Neural Architecture Search" @default.
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• W3097244456 hasPublicationYear "2020" @default.
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