{"id":"https://openalex.org/W4415427647","doi":"https://doi.org/10.3233/faia251433","title":"Context-Aware Adaptive Visualizations for Critical Decision Making","display_name":"Context-Aware Adaptive Visualizations for Critical Decision Making","publication_year":2025,"publication_date":"2025-10-21","ids":{"openalex":"https://openalex.org/W4415427647","doi":"https://doi.org/10.3233/faia251433"},"language":"en","primary_location":{"id":"doi:10.3233/faia251433","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251433","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia251433","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000849275","display_name":"\u00c1ngela L\u00f3pez-Cardona","orcid":"https://orcid.org/0009-0008-9785-6740"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]},{"id":"https://openalex.org/I4210097190","display_name":"Telef\u00f3nica (Spain)","ror":"https://ror.org/012f7tj07","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Angela Lopez-Cardona","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Spain"],"affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Spain","institution_ids":["https://openalex.org/I4210134591","https://openalex.org/I4210097190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036905999","display_name":"Mireia Masias","orcid":"https://orcid.org/0000-0002-0810-4336"},"institutions":[{"id":"https://openalex.org/I4210097190","display_name":"Telef\u00f3nica (Spain)","ror":"https://ror.org/012f7tj07","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190"]},{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mireia Masias Bruns","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Spain"],"affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Spain","institution_ids":["https://openalex.org/I4210134591","https://openalex.org/I4210097190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029268860","display_name":"Nuwan T. Attygalle","orcid":"https://orcid.org/0000-0001-8498-1923"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Nuwan T. Attygalle","raw_affiliation_strings":["Universit\u00e9 catholique de Louvain, Belgium"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 catholique de Louvain, Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090242204","display_name":"Sebasti\u00e1n Idesis","orcid":"https://orcid.org/0000-0002-8158-1673"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]},{"id":"https://openalex.org/I4210097190","display_name":"Telef\u00f3nica (Spain)","ror":"https://ror.org/012f7tj07","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sebastian Idesis","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Spain"],"affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Spain","institution_ids":["https://openalex.org/I4210134591","https://openalex.org/I4210097190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039099751","display_name":"Matteo Salvatori","orcid":"https://orcid.org/0000-0003-1499-6024"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]},{"id":"https://openalex.org/I4210097190","display_name":"Telef\u00f3nica (Spain)","ror":"https://ror.org/012f7tj07","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Matteo Salvatori","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Spain"],"affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Spain","institution_ids":["https://openalex.org/I4210134591","https://openalex.org/I4210097190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073106897","display_name":"Konstantinos A. Raftopoulos","orcid":"https://orcid.org/0000-0002-9791-601X"},"institutions":[{"id":"https://openalex.org/I2800247629","display_name":"AEgis Technologies (United States)","ror":"https://ror.org/01cswdc74","country_code":"US","type":"company","lineage":["https://openalex.org/I2800247629"]},{"id":"https://openalex.org/I4210158987","display_name":"Aegis Technology (United States)","ror":"https://ror.org/04ys2fq69","country_code":"US","type":"company","lineage":["https://openalex.org/I4210158987"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Konstantinos Raftopoulos","raw_affiliation_strings":["AEGIS IT Research GmbH, Germany"],"affiliations":[{"raw_affiliation_string":"AEGIS IT Research GmbH, Germany","institution_ids":["https://openalex.org/I2800247629","https://openalex.org/I4210158987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102252434","display_name":"Konstantinos Oikonomou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158987","display_name":"Aegis Technology (United States)","ror":"https://ror.org/04ys2fq69","country_code":"US","type":"company","lineage":["https://openalex.org/I4210158987"]},{"id":"https://openalex.org/I2800247629","display_name":"AEgis Technologies (United States)","ror":"https://ror.org/01cswdc74","country_code":"US","type":"company","lineage":["https://openalex.org/I2800247629"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Konstantinos Oikonomou","raw_affiliation_strings":["AEGIS IT Research GmbH, Germany"],"affiliations":[{"raw_affiliation_string":"AEGIS IT Research GmbH, Germany","institution_ids":["https://openalex.org/I2800247629","https://openalex.org/I4210158987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028283480","display_name":"Saravanakumar Duraisamy","orcid":"https://orcid.org/0000-0002-8691-4991"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Saravanakumar Duraisamy","raw_affiliation_strings":["University of Luxembourg, Luxembourg"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg, Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009730048","display_name":"Parvin Emami","orcid":"https://orcid.org/0009-0001-0347-6616"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Parvin Emami","raw_affiliation_strings":["University of Luxembourg, Luxembourg"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg, Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120092039","display_name":"Nacera Latreche","orcid":null},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Nacera Latreche","raw_affiliation_strings":["Universit\u00e9 catholique de Louvain, Belgium"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 catholique de Louvain, Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107631006","display_name":"Alaa Eddine Anis Sahraoui","orcid":"https://orcid.org/0009-0001-5402-9605"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Alaa Eddine Anis Sahraoui","raw_affiliation_strings":["Universit\u00e9 catholique de Louvain, Belgium"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 catholique de Louvain, Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062962010","display_name":"Michalis Vakalellis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158987","display_name":"Aegis Technology (United States)","ror":"https://ror.org/04ys2fq69","country_code":"US","type":"company","lineage":["https://openalex.org/I4210158987"]},{"id":"https://openalex.org/I2800247629","display_name":"AEgis Technologies (United States)","ror":"https://ror.org/01cswdc74","country_code":"US","type":"company","lineage":["https://openalex.org/I2800247629"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michalis Vakalellis","raw_affiliation_strings":["AEGIS IT Research GmbH, Germany"],"affiliations":[{"raw_affiliation_string":"AEGIS IT Research GmbH, Germany","institution_ids":["https://openalex.org/I2800247629","https://openalex.org/I4210158987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043868402","display_name":"Jean Vanderdonckt","orcid":"https://orcid.org/0000-0003-3275-3333"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jean Vanderdonckt","raw_affiliation_strings":["Universit\u00e9 catholique de Louvain, Belgium"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 catholique de Louvain, Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004931613","display_name":"I. Arapakis","orcid":"https://orcid.org/0000-0002-4212-0890"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]},{"id":"https://openalex.org/I4210097190","display_name":"Telef\u00f3nica (Spain)","ror":"https://ror.org/012f7tj07","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ioannis Arapakis","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Spain"],"affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Spain","institution_ids":["https://openalex.org/I4210134591","https://openalex.org/I4210097190"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017930924","display_name":"Luis A. Leiva","orcid":"https://orcid.org/0000-0002-5011-1847"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Luis A. Leiva","raw_affiliation_strings":["University of Luxembourg, Luxembourg"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg, Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5000849275"],"corresponding_institution_ids":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67899465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9616000056266785,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9616000056266785,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.8104000091552734},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6470000147819519},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.5788000226020813},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5611000061035156},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5074999928474426},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.47780001163482666},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.459199994802475},{"id":"https://openalex.org/keywords/adaptive-system","display_name":"Adaptive system","score":0.4034000039100647}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.8104000091552734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7918999791145325},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6470000147819519},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6402999758720398},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5788000226020813},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5611000061035156},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5074999928474426},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.47780001163482666},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.459199994802475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40389999747276306},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.4034000039100647},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.3912999927997589},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.37549999356269836},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.35569998621940613},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.31360000371932983},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.3043000102043152},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.29190000891685486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29030001163482666},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.2888000011444092}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3233/faia251433","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251433","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2511.11476","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2511.11476","pdf_url":"https://arxiv.org/pdf/2511.11476","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:dial.uclouvain.be:boreal:308721","is_oa":true,"landing_page_url":"http://hdl.handle.net/2078.1/308721","pdf_url":null,"source":{"id":"https://openalex.org/S4306401902","display_name":"Digital Access to Libraries (Universit\u00e9 catholique de Louvain (UCL), l'Universit\u00e9 de Namur (UNamur) and the Universit\u00e9 Saint-Louis (USL-B))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I95674353","host_organization_name":"UCLouvain","host_organization_lineage":["https://openalex.org/I95674353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/book"}],"best_oa_location":{"id":"doi:10.3233/faia251433","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251433","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Effective":[0],"decision-making":[1],"often":[2],"relies":[3],"on":[4],"timely":[5],"insights":[6],"from":[7],"complex":[8],"visual":[9,54],"data.":[10],"While":[11],"Information":[12],"Visualization":[13],"(InfoVis)":[14],"dashboards":[15,55],"can":[16],"support":[17],"this":[18],"process,":[19],"they":[20],"rarely":[21],"adapt":[22,53],"to":[23,46],"users\u2019":[24],"cognitive":[25],"state,":[26],"and":[27,51,67,79,88],"less":[28],"so":[29],"in":[30],"real":[31],"time.":[32],"We":[33],"present":[34],"SYMBIOTIK,":[35],"an":[36],"intelligent,":[37],"context-aware":[38],"adaptive":[39],"visualization":[40,69],"system":[41],"that":[42,73],"leverages":[43],"neurophysiological":[44],"signals":[45],"estimate":[47],"mental":[48],"workload":[49],"(MWL)":[50],"dynamically":[52],"using":[56],"reinforcement":[57],"learning":[58],"(RL).":[59],"Through":[60],"a":[61,83,89],"user":[62,94],"study":[63],"with":[64],"120":[65],"participants":[66],"three":[68],"types,":[70],"we":[71],"demonstrate":[72],"our":[74],"approach":[75],"improves":[76],"task":[77],"performance":[78],"engagement.":[80],"SYMBIOTIK":[81],"offers":[82],"scalable,":[84],"real-time":[85],"adaptation":[86],"architecture,":[87],"validated":[90],"methodology":[91],"for":[92],"neuroadaptive":[93],"interfaces.":[95]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-23T00:00:00"}