{"id":"https://openalex.org/W7154081991","doi":"https://doi.org/10.1016/j.softx.2026.102648","title":"OnlineNeuro: Active online learning for effective exploration of neural simulation parameters","display_name":"OnlineNeuro: Active online learning for effective exploration of neural simulation parameters","publication_year":2026,"publication_date":"2026-04-13","ids":{"openalex":"https://openalex.org/W7154081991","doi":"https://doi.org/10.1016/j.softx.2026.102648"},"language":"en","primary_location":{"id":"doi:10.1016/j.softx.2026.102648","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102648","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"},"type":"software-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.softx.2026.102648","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124355487","display_name":"Diego Nieves Avenda\u00f1o","orcid":null},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Diego Nieves Avendano","raw_affiliation_strings":["IDLab, Ghent University - imec, Gent, Belgium"],"raw_orcid":"https://orcid.org/0000-0001-6215-6439","affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000199192","display_name":"Arne Callaert","orcid":null},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Arne Callaert","raw_affiliation_strings":["IDLab, Ghent University - imec, Gent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050408149","display_name":"Philipp Schnepel","orcid":"https://orcid.org/0009-0005-2669-7103"},"institutions":[{"id":"https://openalex.org/I196972281","display_name":"Imec the Netherlands","ror":"https://ror.org/01ezq2j76","country_code":"NL","type":"facility","lineage":["https://openalex.org/I196972281"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Philipp Schnepel","raw_affiliation_strings":["imec Netherlands, Eindhoven, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"imec Netherlands, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I196972281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088136394","display_name":"Vojkan Mihajlovi\u0107","orcid":"https://orcid.org/0000-0001-8414-0155"},"institutions":[{"id":"https://openalex.org/I196972281","display_name":"Imec the Netherlands","ror":"https://ror.org/01ezq2j76","country_code":"NL","type":"facility","lineage":["https://openalex.org/I196972281"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Vojkan Mihajlovic","raw_affiliation_strings":["imec Netherlands, Eindhoven, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"imec Netherlands, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I196972281"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008111431","display_name":"Femke Ongenae","orcid":"https://orcid.org/0000-0003-2529-5477"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Femke Ongenae","raw_affiliation_strings":["IDLab, Ghent University - imec, Gent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133546907","display_name":"Sofie Van Hoecke","orcid":null},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sofie Van Hoecke","raw_affiliation_strings":["IDLab, Ghent University - imec, Gent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5124355487"],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":{"value":760,"currency":"USD","value_usd":760},"apc_paid":{"value":760,"currency":"USD","value_usd":760},"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":null,"first_page":"102648","last_page":"102648"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.24449999630451202,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.24449999630451202,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.07670000195503235,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.06650000065565109,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.770799994468689},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5730999708175659},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.4794999957084656},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46380001306533813},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4526999890804291},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.4025999903678894},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.3977000117301941}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8156999945640564},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.770799994468689},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6384999752044678},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5730999708175659},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5658000111579895},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.4794999957084656},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46380001306533813},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4526999890804291},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.4025999903678894},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.3977000117301941},{"id":"https://openalex.org/C2780375056","wikidata":"https://www.wikidata.org/wiki/Q905905","display_name":"Neuromodulation","level":3,"score":0.3720000088214874},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.35740000009536743},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.323199987411499},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3107999861240387},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.30489999055862427},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2775000035762787}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.softx.2026.102648","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102648","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"},{"id":"pmh:oai:archive.ugent.be:01KQ75N2DPT238VB6ADEH6Z1TM","is_oa":true,"landing_page_url":"https://biblio.ugent.be/publication/01KQ75N2DPT238VB6ADEH6Z1TM","pdf_url":null,"source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2352-7110","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1016/j.softx.2026.102648","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.softx.2026.102648","pdf_url":null,"source":{"id":"https://openalex.org/S2506067282","display_name":"SoftwareX","issn_l":"2352-7110","issn":["2352-7110"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SoftwareX","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F6376363610","display_name":"Interuniversitair Micro-Electronica Centrum VZW","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1949305001","https://openalex.org/W2117120818","https://openalex.org/W2166722928","https://openalex.org/W3016168207","https://openalex.org/W3029536978","https://openalex.org/W4200561783","https://openalex.org/W4229453490","https://openalex.org/W4237171445","https://openalex.org/W4362457735","https://openalex.org/W4392764087","https://openalex.org/W4402083402"],"related_works":[],"abstract_inverted_index":{"Neuromodulation":[0],"studies":[1],"require":[2],"efficient":[3],"exploration":[4,60],"of":[5],"high-dimensional":[6],"stimulation":[7],"spaces,":[8],"where":[9],"heuristic":[10],"tuning":[11],"is":[12],"often":[13],"slow":[14],"and":[15,33,48,61,73],"suboptimal.":[16],"We":[17,64],"present":[18],"OnlineNeuro,":[19],"an":[20],"open-source":[21],"Python":[22],"framework":[23,67],"that":[24],"combines":[25],"active":[26],"learning":[27],"with":[28],"neural":[29,69],"simulators":[30],"(AxonSim,":[31],"Cajal,":[32],"AxonML).":[34],"The":[35],"package":[36],"offers":[37],"a":[38],"unified":[39],"interface":[40],"for":[41,58],"experiment":[42],"setup,":[43],"model":[44],"training,":[45],"adaptive":[46],"sampling,":[47],"reporting.":[49],"By":[50],"prioritizing":[51],"informative":[52],"queries,":[53],"OnlineNeuro":[54],"improves":[55],"sample":[56],"efficiency":[57],"parameter":[59],"meta-model":[62],"construction.":[63],"demonstrate":[65],"the":[66],"on":[68],"simulation":[70],"use":[71],"cases":[72],"benchmark":[74],"tasks.":[75]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-04-14T00:00:00"}