{"id":"https://openalex.org/W4416925175","doi":"https://doi.org/10.1109/wimob66857.2025.11257454","title":"Expert Fusion with Meta-Adaptation for Signal Technology Recognition","display_name":"Expert Fusion with Meta-Adaptation for Signal Technology Recognition","publication_year":2025,"publication_date":"2025-10-20","ids":{"openalex":"https://openalex.org/W4416925175","doi":"https://doi.org/10.1109/wimob66857.2025.11257454"},"language":"en","primary_location":{"id":"doi:10.1109/wimob66857.2025.11257454","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob66857.2025.11257454","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-05594327","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032036031","display_name":"Ife Olalekan Ebo","orcid":"https://orcid.org/0000-0001-5105-7857"},"institutions":[{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Ife Olalekan Ebo","raw_affiliation_strings":["Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130","institution_ids":["https://openalex.org/I2799978770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081008309","display_name":"Idowu Ajayi","orcid":"https://orcid.org/0000-0002-3345-4442"},"institutions":[{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Idowu Ajayi","raw_affiliation_strings":["Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130","institution_ids":["https://openalex.org/I2799978770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086894275","display_name":"Lina Mroueh","orcid":"https://orcid.org/0000-0002-3051-0760"},"institutions":[{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lina Mroueh","raw_affiliation_strings":["Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal et Image, Télécommunications et Élect. (LISITE), Isep,Lab. d'Informatique,Issy-les-Moulineaux,France,92130","institution_ids":["https://openalex.org/I2799978770"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012356422","display_name":"Youmni Ziade","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135462","display_name":"Agence Nationale des Fr\u00e9quences","ror":"https://ror.org/03qtr7n72","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210135462"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Youmni Ziade","raw_affiliation_strings":["L'Agence Nationale des Fréquences (ANFR),Maisons-Alfort,France,94704"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"L'Agence Nationale des Fréquences (ANFR),Maisons-Alfort,France,94704","institution_ids":["https://openalex.org/I4210135462"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5032036031"],"corresponding_institution_ids":["https://openalex.org/I2799978770"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19370723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.892799973487854,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.892799973487854,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12079","display_name":"IoT Networks and Protocols","score":0.015599999576807022,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.010900000110268593,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6144999861717224},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5424000024795532},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.49380001425743103},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4343999922275543},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.4066999852657318},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.3889000117778778},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3880999982357025},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.31859999895095825}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6827999949455261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.657800018787384},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6144999861717224},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5424000024795532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5101000070571899},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.49380001425743103},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4343999922275543},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.4066999852657318},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.3889000117778778},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3880999982357025},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.31859999895095825},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.30489999055862427},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.29120001196861267},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.29089999198913574},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.266400009393692},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2651999890804291},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2540000081062317}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wimob66857.2025.11257454","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob66857.2025.11257454","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05594327v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05594327","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Accepted at the 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Oct 2025, Marrakech, Morocco. pp.1-6, ⟨10.1109/WiMob66857.2025.11257454⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-05594327v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05594327","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Accepted at the 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Oct 2025, Marrakech, Morocco. pp.1-6, ⟨10.1109/WiMob66857.2025.11257454⟩","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2971425103","https://openalex.org/W3046092396","https://openalex.org/W4210557982","https://openalex.org/W4295308338","https://openalex.org/W4319599718","https://openalex.org/W4366771340","https://openalex.org/W4386075639","https://openalex.org/W4387481205","https://openalex.org/W4389098510","https://openalex.org/W4394820986","https://openalex.org/W4400229926","https://openalex.org/W4400879993","https://openalex.org/W4401643172","https://openalex.org/W4402727080","https://openalex.org/W4407304866","https://openalex.org/W4408353669","https://openalex.org/W4409985158","https://openalex.org/W4416707474"],"related_works":[],"abstract_inverted_index":{"Low":[0],"Power":[1],"Wide":[2],"Area":[3],"Networks":[4],"(LPWANs)":[5],"enable":[6],"cost-effective,":[7],"low":[8,19],"power":[9],"consumption,":[10],"and":[11,55,100,107,112],"long-range":[12],"IoT":[13],"applications":[14],"but":[15],"often":[16],"operate":[17],"under":[18],"Signal-to-Noise":[20],"Ratio":[21],"(SNR)":[22],"conditions.":[23],"Conventional":[24],"deep":[25],"learning":[26,85],"models":[27,66],"for":[28,86,120],"signal":[29,123],"recognition":[30,125],"struggle":[31],"to":[32],"generalize":[33],"in":[34,126],"such":[35],"dynamic":[36],"environments.":[37],"We":[38],"propose":[39],"a":[40,46],"lightweight":[41],"framework":[42],"combining":[43],"ensemble":[44],"learning,":[45],"Mixture":[47],"of":[48],"Experts":[49],"(MoE)":[50],"with":[51],"uncertainty-aware":[52,90],"soft":[53],"gating,":[54],"meta-adaptation":[56],"using":[57],"the":[58,78,117],"Almost":[59],"No":[60],"Inner":[61],"Loop":[62],"(ANIL)":[63],"method.":[64],"Expert":[65],"trained":[67],"at":[68],"distinct":[69],"lowSNR":[70],"levels":[71],"share":[72],"frozen":[73],"base":[74],"weights,":[75,97],"while":[76],"only":[77],"classifier":[79],"head":[80],"is":[81],"adapted":[82],"during":[83],"few-shot":[84],"rapid":[87],"specialization.":[88],"The":[89],"gating":[91],"mechanism":[92],"produces":[93],"sparse,":[94],"temperature-controlled":[95],"expert":[96],"enhancing":[98],"robustness":[99],"decision":[101],"reliability.":[102],"Experiments":[103],"demonstrate":[104],"improved":[105],"accuracy":[106],"generalization":[108],"across":[109],"both":[110],"seen":[111],"unseen":[113],"SNR":[114],"levels,":[115],"highlighting":[116],"framework's":[118],"effectiveness":[119],"real-world":[121],"wireless":[122],"technology":[124],"spectrum":[127],"monitoring":[128],"systems.":[129]},"counts_by_year":[],"updated_date":"2026-04-27T08:22:11.395708","created_date":"2025-12-02T00:00:00"}