{"title":"神经网络体系结构的基准测试和搜索问题","authors":"A. S. Shcherbin","doi":"10.25205/1818-7900-2023-21-2-51-62","DOIUrl":null,"url":null,"abstract":"In this paper we made a survey of neural architecture search algorithms and their benchmarking. Based on our survey we highlight the current problems in the quality of neural network architecture benchmarking and in the comparison of neural architecture search algorithms.","PeriodicalId":31947,"journal":{"name":"Vestnik Novosibirskogo Gosudarstvennogo Universiteta Seria Social''noEkonomiceskie Nauki","volume":"65 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Problems of Neural Network Architecture Benchmarking and Search\",\"authors\":\"A. S. Shcherbin\",\"doi\":\"10.25205/1818-7900-2023-21-2-51-62\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper we made a survey of neural architecture search algorithms and their benchmarking. Based on our survey we highlight the current problems in the quality of neural network architecture benchmarking and in the comparison of neural architecture search algorithms.\",\"PeriodicalId\":31947,\"journal\":{\"name\":\"Vestnik Novosibirskogo Gosudarstvennogo Universiteta Seria Social''noEkonomiceskie Nauki\",\"volume\":\"65 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-09-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Vestnik Novosibirskogo Gosudarstvennogo Universiteta Seria Social''noEkonomiceskie Nauki\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.25205/1818-7900-2023-21-2-51-62\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Vestnik Novosibirskogo Gosudarstvennogo Universiteta Seria Social''noEkonomiceskie Nauki","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.25205/1818-7900-2023-21-2-51-62","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Problems of Neural Network Architecture Benchmarking and Search
In this paper we made a survey of neural architecture search algorithms and their benchmarking. Based on our survey we highlight the current problems in the quality of neural network architecture benchmarking and in the comparison of neural architecture search algorithms.
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