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Apr 30, 2023 · In this paper, we present a novel approach based on evolutionary computation to optimize CNNs. The proposed approach is based on a newly devised ...
Jul 18, 2021 · In this work, we propose a novel evolutionary algorithm for neural architecture search, applicable to global search spaces.
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A novel evolutionary algorithm for neural architecture search, applicable to global search spaces, that organizes the topology in multiple hierarchical ...
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A Novel Evolutionary Approach for Neural Architecture Search. https://doi.org/10.1007/978-3-031-31183-3_16. Journal: Communications in Computer and ...
Evolutionary Neural Architecture Search (ENAS) algorithms attract great attention since they can automatically search for appropriate network architectures ...
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This book systematically narrates the fundamentals, methods, and recent advances of evolutionary deep neural architecture search chapter by chapter.
In this thesis, we propose a new neural architecture search algorithm that performs network discovery in global search spaces. We introduce a novel network ...
We propose a class of Evolutionary-Neural hybrid agents, that retain the best qualities of the two approaches.
Jul 19, 2022 · In this paper, we propose a method called NEvoNAS wherein the NAS problem is posed as a multi-objective problem with 2 objectives: (i) maximize architecture ...
The paper provides a comprehensive overview of Neural Architecture Search (NAS), emphasizing its evolution from manual design to automated, computationally ...