{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T22:02:38Z","timestamp":1780437758180,"version":"3.54.1"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031936302","type":"print"},{"value":"9783031936319","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-93631-9_19","type":"book-chapter","created":{"date-parts":[[2025,7,21]],"date-time":"2025-07-21T03:29:08Z","timestamp":1753068548000},"page":"236-249","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A \u201cPlug and\u00a0Play\u201d Table for\u00a0Composable Molecular Neural Networks Built with\u00a0DNA"],"prefix":"10.1007","author":[{"given":"Ethan","family":"Collinson","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Harold","family":"Fellermann","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,7,22]]},"reference":[{"key":"19_CR1","doi-asserted-by":"publisher","unstructured":"Adleman, L.M.: Molecular computation of solutions to combinatorial problem. 266(5187), 1021\u20131024. https:\/\/doi.org\/10.1126\/science.7973651","DOI":"10.1126\/science.7973651"},{"key":"19_CR2","doi-asserted-by":"publisher","unstructured":"Amos, M., Dittrich, P., McCaskill, J., Rasmussen, S.: Biological and chemical information technologies. 7, 56\u201360. https:\/\/doi.org\/10.1016\/j.procs.2011.12.019. https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1877050911006843","DOI":"10.1016\/j.procs.2011.12.019"},{"key":"19_CR3","doi-asserted-by":"publisher","unstructured":"Banda, P., Teuscher, C., Lakin, M.R.: Online learning in a chemical perceptron. 19(2), 195\u2013219. https:\/\/doi.org\/10.1162\/ARTL_a_00105","DOI":"10.1162\/ARTL_a_00105"},{"key":"19_CR4","doi-asserted-by":"crossref","unstructured":"Braccini, M., Collinson, E., Roli, A., Fellermann, H., Stano, P.: Recurrent neural networks in synthetic cells: a route to autonomous molecular agents? 11","DOI":"10.3389\/fbioe.2023.1210334"},{"key":"19_CR5","doi-asserted-by":"publisher","unstructured":"Chen, J., Seeman, N.C.: Synthesis from DNA of a molecule with the connectivity of a cube. 350(6319), 631\u2013633. https:\/\/doi.org\/10.1038\/350631a0","DOI":"10.1038\/350631a0"},{"key":"19_CR6","doi-asserted-by":"publisher","unstructured":"Chen, Y.J., Groves, B., Muscat, R.A., Seelig, G.: DNA nanotechnology from the test tube to the cell. 10(9), 748\u2013760. https:\/\/doi.org\/10.1038\/nnano.2015.195","DOI":"10.1038\/nnano.2015.195"},{"key":"19_CR7","doi-asserted-by":"publisher","unstructured":"Cherry, K.M., Qian, L.: Scaling up molecular pattern recognition with DNA-based winner-take-all neural networks. 559(7714), 370\u2013376. https:\/\/doi.org\/10.1038\/s41586-018-0289-6","DOI":"10.1038\/s41586-018-0289-6"},{"key":"19_CR8","doi-asserted-by":"publisher","unstructured":"Grozinger, L., et al.: Pathways to cellular supremacy in biocomputing. 10(1), 5250. https:\/\/doi.org\/10.1038\/s41467-019-13232-z. https:\/\/www.nature.com\/articles\/s41467-019-13232-z","DOI":"10.1038\/s41467-019-13232-z"},{"issue":"3","key":"19_CR9","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1016\/j.neuron.2019.12.002","volume":"105","author":"U Hasson","year":"2020","unstructured":"Hasson, U., Nastase, S.A., Goldstein, A.: Direct-fit to nature: an evolutionary perspective on biological (and artificial) neural networks. Neuron 105(3), 416\u2013434 (2020)","journal-title":"Neuron"},{"key":"19_CR10","doi-asserted-by":"publisher","unstructured":"Jung, C., Ellington, A.D.: Diagnostic applications of nucleic acid circuits. 47(6), 1825\u20131835. https:\/\/doi.org\/10.1021\/ar500059c","DOI":"10.1021\/ar500059c"},{"key":"19_CR11","doi-asserted-by":"publisher","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015). https:\/\/doi.org\/10.1038\/nature14539","DOI":"10.1038\/nature14539"},{"key":"19_CR12","doi-asserted-by":"publisher","unstructured":"Qian, L., Winfree, E.: Scaling up digital circuit computation with DNA strand displacement cascades. 332(6034), 1196\u20131201. https:\/\/doi.org\/10.1126\/science.1200520","DOI":"10.1126\/science.1200520"},{"key":"19_CR13","doi-asserted-by":"publisher","unstructured":"Rosenblatt, F.: Perceptron simulation experiments. 48(3), 301\u2013309. https:\/\/doi.org\/10.1109\/JRPROC.1960.287598","DOI":"10.1109\/JRPROC.1960.287598"},{"key":"19_CR14","doi-asserted-by":"publisher","unstructured":"Samaniego, C.C., Moorman, A., Giordano, G., Franco, E.: Signaling-based neural networks for cellular computation. In: 2021 American Control Conference (ACC), pp. 1883\u20131890. https:\/\/doi.org\/10.23919\/ACC50511.2021.9482800. ISSN 2378-5861","DOI":"10.23919\/ACC50511.2021.9482800"},{"key":"19_CR15","doi-asserted-by":"publisher","unstructured":"Simmel, F.C., Yurke, B., Singh, H.R.: Principles and applications of nucleic acid strand displacement reactions. 119(10), 6326\u20136369. https:\/\/doi.org\/10.1021\/acs.chemrev.8b00580","DOI":"10.1021\/acs.chemrev.8b00580"},{"key":"19_CR16","doi-asserted-by":"publisher","unstructured":"Soloveichik, D., Seelig, G., Winfree, E.: DNA as a universal substrate for chemical kinetics. 107(12), 5393\u20135398. https:\/\/doi.org\/10.1073\/pnas.0909380107. http:\/\/www.pnas.org\/content\/107\/12\/5393","DOI":"10.1073\/pnas.0909380107"},{"key":"19_CR17","doi-asserted-by":"publisher","unstructured":"Stepney, S.: Programming unconventional computers: dynamics, development, self-reference. Entropy [electronic only] 10 (2012). https:\/\/doi.org\/10.3390\/e14101939","DOI":"10.3390\/e14101939"},{"key":"19_CR18","doi-asserted-by":"publisher","unstructured":"Stone, A., Youssef, A., Rijal, S., Zhang, R., Tian, X.J.: Context-dependent redesign of robust synthetic gene circuits. Trends Biotechnol. (2024). https:\/\/doi.org\/10.1016\/j.tibtech.2024.01.003. https:\/\/www.cell.com\/trends\/biotechnology\/abstract\/S0167-7799(24)00003-9","DOI":"10.1016\/j.tibtech.2024.01.003"},{"key":"19_CR19","doi-asserted-by":"publisher","unstructured":"Wang, F., et al.: Implementing digital computing with DNA-based switching circuits. 11(1), 121. https:\/\/doi.org\/10.1038\/s41467-019-13980-y","DOI":"10.1038\/s41467-019-13980-y"},{"issue":"4","key":"19_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.xinn.2021.100179","volume":"2","author":"Y Xu","year":"2021","unstructured":"Xu, Y., et al.: Artificial intelligence: a powerful paradigm for scientific research. Innovation 2(4), 100179 (2021). https:\/\/doi.org\/10.1016\/j.xinn.2021.100179","journal-title":"Innovation"},{"key":"19_CR21","doi-asserted-by":"publisher","unstructured":"Zhang, J., Huang, Y., Sun, M., Wan, S., Yang, C., Song, Y.: Recent advances in aptamer-based liquid biopsy. 5(5), 1954\u20131979. https:\/\/doi.org\/10.1021\/acsabm.1c01202","DOI":"10.1021\/acsabm.1c01202"}],"container-title":["Communications in Computer and Information Science","Artificial Life and Evolutionary Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-93631-9_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T21:19:56Z","timestamp":1780435196000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-93631-9_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031936302","9783031936319"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-93631-9_19","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"22 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WIVACE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italian Workshop on Artificial Life and Evolutionary Computation","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Namur","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Belgium","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"wivace2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/events.info.unamur.be\/wivace2024\/#c692502","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}