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<https://discovery.ucl.ac.uk/id/eprint/10194864> <http://purl.org/dc/terms/title> "Manas: multi-agent neural architecture search"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194864> <http://purl.org/ontology/bibo/abstract> "The Neural Architecture Search (NAS) problem is typically formulated as a graph search problem where the goal is to learn the optimal operations over edges in order to maximize a graph-level global objective. Due to the large architecture parameter space, efficiency is a key bottleneck preventing NAS from its practical use. In this work, we address the issue by framing NAS as a multi-agent problem where agents control a subset of the network and coordinate to reach optimal architectures. We provide two distinct lightweight implementations, with reduced memory requirements (1/8th of state-of-the-art), and performances above those of much more computationally expensive methods. Theoretically, we demonstrate vanishing regrets of the form O(T) , with T being the total number of rounds. Finally, we perform experiments on CIFAR-10 and ImageNet, and aware that random search and random sampling are (often ignored) effective baselines, we conducted additional experiments on 3 alternative datasets, with complexity constraints, and 2 network configurations, and achieve competitive results in comparison with the baselines and other methods."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194864> <http://purl.org/dc/terms/date> "2024-01" .
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<https://discovery.ucl.ac.uk/id/person/ext-c37e35c3cebcbfbf6e396740200901fd> <http://xmlns.com/foaf/0.1/givenName> "Zewei"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/person/ext-a8593ff69eade0e9169b3c2b39a327c3> <http://xmlns.com/foaf/0.1/givenName> "Marco"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/person/ext-8a18377004217879ed5c43ec881cc2d0> <http://xmlns.com/foaf/0.1/givenName> "Victor"^^<http://www.w3.org/2001/XMLSchema#string> .
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