{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:20:20Z","timestamp":1759882820399,"version":"build-2065373602"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,7,14]]},"DOI":"10.1145\/3712255.3734310","type":"proceedings-article","created":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T15:14:02Z","timestamp":1754925242000},"page":"2099-2107","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["A Path to Universal Neural Cellular Automata"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-2802-4702","authenticated-orcid":false,"given":"Gabriel","family":"B\u00e9na","sequence":"first","affiliation":[{"name":"Imperial College London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4743-9494","authenticated-orcid":false,"given":"Maxence","family":"Faldor","sequence":"additional","affiliation":[{"name":"Imperial College London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1007-6474","authenticated-orcid":false,"given":"Dan","family":"Goodman","sequence":"additional","affiliation":[{"name":"Imperial College London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3190-7073","authenticated-orcid":false,"given":"Antoine","family":"Cully","sequence":"additional","affiliation":[{"name":"Imperial College London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,8,11]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1162\/isal_a_00827"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.25088\/ComplexSystems.27.1.19"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1283920.1283933"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1177\/1073858406293182"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1038\/nrn3214"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.25088\/ComplexSystems.28.3.251"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"crossref","unstructured":"Dennis Valbj\u00f8rn Christensen Regina Dittmann Bernab\u00e9 Linares-Barranco Abu Sebastian Manuel Le Gallo Andrea Redaelli Stefan Slesazeck Thomas Mikolajick Sabina Spiga Stephan Menzel I. I. Valov Gianluca Milano Carlo Ricciardi Shi-Jun Liang Feng Miao Mario Lanza Tyler James Quill Scott Tom Keene Alberto Salleo Julie Grollier Danijela Markovi'c Alice Mizrahi Peng Yao J. Joshua Yang G. Indiveri John Paul Strachan Suman Datta Elisa Vianello Alexandre Valentian Johannes Feldmann Xuan Li Wolfram H. P. Pernice Harish Bhaskaran Stephen B. Furber Emre O. Neftci Franz Scherr Wolfgang Maass Srikanth Ramaswamy Jonathan C. Tapson Priyadarshini Panda Youngeun Kim Gouhei Tanaka Simon J. Thorpe Chiara Bartolozzi Thomas A. Cleland Christoph Posch Shih-Chii Liu Gabriella Panuccio Mufti Mahmud Arnab Neelim Mazumder Morteza Darvish Morshedi Hosseini Tinoosh Mohsenin Elisa Donati Silvia Tolu Roberto Galeazzi Martin Ejsing Christensen Sune Holm Daniele Ielmini and N. H. Pryds. 2021. 2022 roadmap on neuromorphic computing and engineering. Neuromorphic Computing and Engineering 2 (2021). https:\/\/api.semanticscholar.org\/CorpusID:239050390","DOI":"10.1088\/2634-4386\/ac4a83"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.25088\/ComplexSystems.15.1.1"},{"key":"e_1_3_2_2_9_1","volume-title":"CAX: Cellular Automata Accelerated in JAX. In The Thirteenth International Conference on Learning Representations. https:\/\/openreview.net\/forum?id=o2Igqm95SJ","author":"Faldor Maxence","year":"2025","unstructured":"Maxence Faldor and Antoine Cully. 2025. CAX: Cellular Automata Accelerated in JAX. In The Thirteenth International Conference on Learning Representations. https:\/\/openreview.net\/forum?id=o2Igqm95SJ"},{"volume-title":"The computational beauty of nature","author":"Flake Gary William","key":"e_1_3_2_2_10_1","unstructured":"Gary William Flake. 1998. The computational beauty of nature. MIT Press, Cambridge, MA, USA."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","unstructured":"A. Gajardo A. Moreira and E. Goles. 2002. Complexity of Langton's ant. 117 1 (2002) 41\u201350. 10.1016\/S0166-218X(00)00334-6","DOI":"10.1016\/S0166-218X(00)00334-6"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1038\/scientificamerican1070-120"},{"key":"e_1_3_2_2_13_1","unstructured":"Etienne Guichard Felix Reimers Mia Kvalsund Mikkel Lepper\u00f8d and Stefano Nichele. 2025. EngramNCA: a Neural Cellular Automaton Model of Memory Transfer. arXiv:2504.11855 [cs.NE] https:\/\/arxiv.org\/abs\/2504.11855"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2402.10236"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/5.58356"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2010.00200"},{"key":"e_1_3_2_2_17_1","volume-title":"Evolving Cellular Automata with Genetic Algorithms: A Review of Recent Work. First Int. Conf. on Evolutionary Computation and Its Applications 1 (May","author":"Mitchell Melanie","year":"2000","unstructured":"Melanie Mitchell, James Crutchfield, and Rajarshi Das. 2000. Evolving Cellular Automata with Genetic Algorithms: A Review of Recent Work. First Int. Conf. on Evolutionary Computation and Its Applications 1 (May 2000)."},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.23915\/distill.00023"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","unstructured":"Elias Najarro Shyam Sudhakaran Claire Glanois and Sebastian Risi. 2022. HyperNCA: Growing Developmental Networks with Neural Cellular Automata. arXiv:2204.11674 [cs] 10.48550\/arXiv.2204.11674","DOI":"10.48550\/arXiv.2204.11674"},{"key":"e_1_3_2_2_20_1","unstructured":"Pietro Miotti Eyvind Niklasson Ettore Randazzo Alexander Mordvintsev. 2025. Differentiable Logic CA: from Game of Life to Pattern Generation. https:\/\/google-research.github.io\/self-organising-systems\/difflogic-ca."},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","unstructured":"Stephan Rafler. 2011. Generalization of Conway's \"Game of Life\" to a continuous domain - SmoothLife. arXiv:1111.1567 [nlin] 10.48550\/arXiv.1111.1567","DOI":"10.48550\/arXiv.1111.1567"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.23915\/distill.00027.002"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","unstructured":"Chris Reinke Mayalen Etcheverry and Pierre-Yves Oudeyer. 2020. Intrinsically Motivated Discovery of Diverse Patterns in Self-Organizing Systems. arXiv:1908.06663 [cs] 10.48550\/arXiv.1908.06663","DOI":"10.48550\/arXiv.1908.06663"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-19842-2"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-36599-0_39"},{"key":"e_1_3_2_2_26_1","volume-title":"Plank","author":"Schuman Catherine D.","year":"2017","unstructured":"Catherine D. Schuman, Thomas E. Potok, Robert M. Patton, J. Douglas Birdwell, Mark E. Dean, Garrett S. Rose, and James S. Plank. 2017. A Survey of Neuromorphic Computing and Neural Networks in Hardware. arXiv:1705.06963 [cs.NE] https:\/\/arxiv.org\/abs\/1705.06963"},{"key":"e_1_3_2_2_27_1","volume-title":"WITH AN APPLICATION TO THE ENTSCHEIDUNGSPROBLEM.","author":"Turing A M","year":"1937","unstructured":"A M Turing. 1937. ON COMPUTABLE NUMBERS, WITH AN APPLICATION TO THE ENTSCHEIDUNGSPROBLEM. (1937)."},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1515\/9783110787740"},{"volume-title":"d.]. Universal Cellular Automaton. https:\/\/mathworld.wolfram.com\/UniversalCellularAutomaton.html Publisher: Wolfram Research","author":"Weisstein Eric W.","key":"e_1_3_2_2_29_1","unstructured":"Eric W. Weisstein. [n. d.]. Universal Cellular Automaton. https:\/\/mathworld.wolfram.com\/UniversalCellularAutomaton.html Publisher: Wolfram Research, Inc.."},{"key":"e_1_3_2_2_30_1","unstructured":"Peter Whidden. [n. d.].. https:\/\/github.com\/PWhiddy\/Growing-Neural-Cellular-Automata-Pytorch\/tree\/master"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1038\/311419a0"},{"key":"e_1_3_2_2_32_1","unstructured":"Stephen Wolfram. 2002. A New Kind of Science. Wolfram Media. https:\/\/www.wolframscience.com"}],"event":{"name":"GECCO '25 Companion: Genetic and Evolutionary Computation Conference Companion","sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"],"location":"NH Malaga Hotel Malaga Spain","acronym":"GECCO '25 Companion"},"container-title":["Proceedings of the Genetic and Evolutionary Computation Conference Companion"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3712255.3734310","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T11:44:32Z","timestamp":1759837472000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3712255.3734310"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,14]]},"references-count":32,"alternative-id":["10.1145\/3712255.3734310","10.1145\/3712255"],"URL":"https:\/\/doi.org\/10.1145\/3712255.3734310","relation":{},"subject":[],"published":{"date-parts":[[2025,7,14]]},"assertion":[{"value":"2025-08-11","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}