{"id":"https://openalex.org/W7164303847","doi":"https://doi.org/10.1109/access.2026.3702733","title":"Adaptive Approaches to Mitigating Extreme Verification Latency in Dynamic Environments: A Research Meta-Analysis","display_name":"Adaptive Approaches to Mitigating Extreme Verification Latency in Dynamic Environments: A Research Meta-Analysis","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7164303847","doi":"https://doi.org/10.1109/access.2026.3702733"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3702733","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3702733","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2026.3702733","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023834364","display_name":"Mobin M. Idrees","orcid":"https://orcid.org/0000-0002-2572-3251"},"institutions":[{"id":"https://openalex.org/I34476706","display_name":"DHA Suffa University","ror":"https://ror.org/01fyxr563","country_code":"PK","type":"education","lineage":["https://openalex.org/I34476706"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Mobin M. Idrees","raw_affiliation_strings":["Department of Computer Science, DHA Suffa University, Karachi, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, DHA Suffa University, Karachi, Pakistan","institution_ids":["https://openalex.org/I34476706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085158698","display_name":"Frederic Stahl","orcid":"https://orcid.org/0000-0002-4860-0203"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frederic Stahl","raw_affiliation_strings":["German Research Centre for Artificial Intelligence GmbH (DFKI), Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4860-0203","affiliations":[{"raw_affiliation_string":"German Research Centre for Artificial Intelligence GmbH (DFKI), Oldenburg, Germany","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089791573","display_name":"Atta Badii","orcid":"https://orcid.org/0000-0002-5130-152X"},"institutions":[{"id":"https://openalex.org/I71052956","display_name":"University of Reading","ror":"https://ror.org/05v62cm79","country_code":"GB","type":"education","lineage":["https://openalex.org/I71052956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Atta Badii","raw_affiliation_strings":["Department of Computer Science, University of Reading, Reading, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Reading, Reading, U.K","institution_ids":["https://openalex.org/I71052956"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7478344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"91582","last_page":"91605"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.10029999911785126,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.10029999911785126,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.08030000329017639,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.06129999831318855,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/latency","display_name":"Latency (audio)","score":0.5482000112533569},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.27549999952316284},{"id":"https://openalex.org/keywords/adaptive-system","display_name":"Adaptive system","score":0.26809999346733093},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.24120000004768372},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.23839999735355377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8320000171661377},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5482000112533569},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4821999967098236},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2761000096797943},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.27219998836517334},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.24120000004768372},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.23839999735355377},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.23420000076293945}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3702733","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3702733","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:52e0042d665e4e86b055650084f98e40","is_oa":false,"landing_page_url":"https://doaj.org/article/52e0042d665e4e86b055650084f98e40","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 14, Pp 91582-91605 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3702733","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3702733","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.810809850692749,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Existing":[0],"Data":[1],"Stream":[2],"Mining":[3],"algorithms":[4],"assume":[5],"the":[6,49,58,66,83,87,94,96,110,118,172,178,207],"availability":[7],"of":[8,25,37,60,68,135,203,210],"labelled":[9],"and":[10,44,51,63,93,126,151,168,186,222],"balanced":[11],"data":[12,39,47,53,112,198,216],"streams.":[13,199],"However,":[14],"in":[15,73,106,142,162,193,196,228],"many":[16],"real-world":[17],"applications":[18],"such":[19],"as":[20,154],"Robotics,":[21],"Weather":[22],"Monitoring,":[23],"Internet":[24],"Things":[26],"Fraud-Detection":[27],"systems,":[28],"Cybersecurity,":[29],"Human":[30],"Activity":[31],"Recognition,":[32],"etc.,":[33],"a":[34,89,132],"vast":[35],"amount":[36],"high-speed":[38],"is":[40,54,91,103,206],"generated":[41],"by":[42,156],"sensors":[43],"real-time":[45],"transaction":[46],"on":[48,160],"Internet,":[50],"this":[52,180,204],"often":[55],"unlabelled.":[56],"In":[57],"domain":[59],"machine":[61],"learning":[62],"data-driven":[64],"decision-making,":[65],"challenge":[67],"Extreme":[69],"Verification":[70],"Latency":[71],"(EVL)":[72],"non-stationary":[74,107,163],"environments":[75],"has":[76],"gained":[77],"significant":[78],"attention.":[79],"EVL":[80,141,161,195,211],"refers":[81],"to":[82,139],"considerable":[84],"delay":[85],"between":[86],"time":[88,95],"prediction":[90],"made":[92],"true":[97],"outcome":[98],"becomes":[99],"available.":[100],"This":[101,129],"latency":[102],"particularly":[104],"problematic":[105],"environments,":[108,164],"where":[109],"underlying":[111],"distribution":[113],"changes":[114],"over":[115],"time,":[116],"rendering":[117],"delayed":[119],"feedback":[120],"less":[121],"useful":[122],"for":[123,190,224],"model":[124],"adaptation":[125],"accuracy":[127],"improvement.":[128],"paper":[130],"presents":[131],"research":[133,184],"meta-analysis":[134,146,205],"adaptive":[136],"approaches":[137],"proposed":[138],"mitigate":[140],"dynamic":[143,215],"environments.":[144],"The":[145,200],"highlights":[147],"common":[148],"trends,":[149],"trade-offs,":[150],"performance":[152],"benchmarks":[153],"reported":[155],"across":[157,214],"prior":[158],"studies":[159],"providing":[165,219],"both":[166],"qualitative":[167],"quantitative":[169],"insights":[170,221],"into":[171],"state-of-the-art.":[173],"By":[174],"consolidating":[175],"findings":[176],"from":[177],"literature,":[179],"study":[181],"identifies":[182],"key":[183,201],"gaps":[185],"outlines":[187],"promising":[188],"directions":[189],"future":[191],"work":[192],"handling":[194],"evolving":[197],"contribution":[202],"systematic":[208],"evaluation":[209],"mitigation":[212],"techniques":[213],"stream":[217],"contexts,":[218],"practical":[220],"guidelines":[223],"selecting":[225],"appropriate":[226],"strategies":[227],"different":[229],"application":[230],"domains.":[231]},"counts_by_year":[],"updated_date":"2026-06-24T06:17:17.354583","created_date":"2026-06-12T00:00:00"}