Evolving modular neural sequence architectures with genetic programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Dohan:2018:GECCOcomp,
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author = "David Dohan and David So and Quoc Le",
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title = "Evolving modular neural sequence architectures with
genetic programming",
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booktitle = "GECCO '18: Proceedings of the Genetic and Evolutionary
Computation Conference Companion",
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year = "2018",
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editor = "Carlos Cotta and Tapabrata Ray and Hisao Ishibuchi and
Shigeru Obayashi and Bogdan Filipic and
Thomas Bartz-Beielstein and Grant Dick and
Masaharu Munetomo and Silvino {Fernandez Alzueta} and Thomas Stuetzle and
Pablo Valledor Pellicer and Manuel Lopez-Ibanez and
Daniel R. Tauritz and Pietro S. Oliveto and
Thomas Weise and Borys Wrobel and Ales Zamuda and
Anne Auger and Julien Bect and Dimo Brockhoff and
Nikolaus Hansen and Rodolphe {Le Riche} and Victor Picheny and
Bilel Derbel and Ke Li and Hui Li and Xiaodong Li and
Saul Zapotecas and Qingfu Zhang and Stephane Doncieux and
Richard Duro and Joshua Auerbach and
Harold {de Vladar} and Antonio J. Fernandez-Leiva and JJ Merelo and
Pedro A. Castillo-Valdivieso and David Camacho-Fernandez and
Francisco {Chavez de la O} and Ozgur Akman and
Khulood Alyahya and Juergen Branke and Kevin Doherty and
Jonathan Fieldsend and Giuseppe Carlo Marano and
Nikos D. Lagaros and Koichi Nakayama and Chika Oshima and
Stefan Wagner and Michael Affenzeller and
Boris Naujoks and Vanessa Volz and Tea Tusar and Pascal Kerschke and
Riyad Alshammari and Tokunbo Makanju and
Brad Alexander and Saemundur O. Haraldsson and Markus Wagner and
John R. Woodward and Shin Yoo and John McCall and
Nayat Sanchez-Pi and Luis Marti and Danilo Vasconcellos and
Masaya Nakata and Anthony Stein and
Nadarajen Veerapen and Arnaud Liefooghe and Sebastien Verel and
Gabriela Ochoa and Stephen L. Smith and Stefano Cagnoni and
Robert M. Patton and William {La Cava} and
Randal Olson and Patryk Orzechowski and Ryan Urbanowicz and
Ivanoe {De Falco} and Antonio {Della Cioppa} and
Ernesto Tarantino and Umberto Scafuri and P. G. M. Baltus and
Giovanni Iacca and Ahmed Hallawa and Anil Yaman and
Alma Rahat and Handing Wang and Yaochu Jin and
David Walker and Richard Everson and Akira Oyama and
Koji Shimoyama and Hemant Kumar and Kazuhisa Chiba and
Pramudita Satria Palar",
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isbn13 = "978-1-4503-5764-7",
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pages = "37--38",
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address = "Kyoto, Japan",
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DOI = "doi:10.1145/3205651.3208782",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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month = "15-19 " # jul,
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organisation = "SIGEVO",
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keywords = "genetic algorithms, genetic programming",
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abstract = "utomated architecture search has demonstrated
significant success for image data, where reinforcement
learning and evolution approaches now outperform the
best human designed networks ([12], [8]). These
successes have not transferred over to models dealing
with sequential data, such as in language modelling and
translation tasks. While there have been several
attempts to evolve improved recurrent cells for
sequence data [7], none have achieved significant gains
over the standard LSTM. Recent work has introduced high
performing recurrent neural network alternatives, such
as Transformer [11] and Wavenet [4], but these models
are the result of manual human tuning.",
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notes = "Also known as \cite{3208782} GECCO-2018 A
Recombination of the 27th International Conference on
Genetic Algorithms (ICGA-2018) and the 23rd Annual
Genetic Programming Conference (GP-2018)",
- }
Genetic Programming entries for
David Dohan
David So
Quoc V Le
Citations