{"id":"https://openalex.org/W4406461959","doi":"https://doi.org/10.1109/bigdata62323.2024.10825625","title":"Active Learning with Alternating Acquisition Functions: Balancing the Exploration-Exploitation Dilemma","display_name":"Active Learning with Alternating Acquisition Functions: Balancing the Exploration-Exploitation Dilemma","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406461959","doi":"https://doi.org/10.1109/bigdata62323.2024.10825625"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115905219","display_name":"C\u00e9dric Jung","orcid":null},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"C\u00e9dric Jung","raw_affiliation_strings":["Technische Universität Wien (TUW),Automation and Control Institute (ACIN),Vienna,Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universität Wien (TUW),Automation and Control Institute (ACIN),Vienna,Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085827918","display_name":"Shirin Salehi","orcid":"https://orcid.org/0000-0001-9038-1115"},"institutions":[{"id":"https://openalex.org/I4210126395","display_name":"Inform (Germany)","ror":"https://ror.org/02x8c2t37","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210126395"]},{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Shirin Salehi","raw_affiliation_strings":["RWTH Aachen University,Chair of Information Theory and Data Analytics (INDA),Aachen,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Chair of Information Theory and Data Analytics (INDA),Aachen,Germany","institution_ids":["https://openalex.org/I4210126395","https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072895220","display_name":"Anke Schmeink","orcid":"https://orcid.org/0000-0002-9929-2925"},"institutions":[{"id":"https://openalex.org/I4210126395","display_name":"Inform (Germany)","ror":"https://ror.org/02x8c2t37","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210126395"]},{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anke Schmeink","raw_affiliation_strings":["RWTH Aachen University,Chair of Information Theory and Data Analytics (INDA),Aachen,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Chair of Information Theory and Data Analytics (INDA),Aachen,Germany","institution_ids":["https://openalex.org/I4210126395","https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5755","last_page":"5764"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9997000098228455,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9997000098228455,"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/T10533","display_name":"Teaching and Learning Programming","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.9829000234603882,"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/dilemma","display_name":"Dilemma","score":0.8209932446479797},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6194312572479248},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08952173590660095}],"concepts":[{"id":"https://openalex.org/C2778496695","wikidata":"https://www.wikidata.org/wiki/Q254128","display_name":"Dilemma","level":2,"score":0.8209932446479797},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6194312572479248},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08952173590660095},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.49000000953674316}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1576820654","https://openalex.org/W1680189815","https://openalex.org/W1872312298","https://openalex.org/W1974283736","https://openalex.org/W1994757995","https://openalex.org/W1995875735","https://openalex.org/W2059875884","https://openalex.org/W2124651849","https://openalex.org/W2139573966","https://openalex.org/W2480078828","https://openalex.org/W2604738573","https://openalex.org/W2606601345","https://openalex.org/W2607662938","https://openalex.org/W2772303887","https://openalex.org/W2774918944","https://openalex.org/W2903158431","https://openalex.org/W2948367246","https://openalex.org/W2951786554","https://openalex.org/W2963263347","https://openalex.org/W2990138404","https://openalex.org/W3027572331","https://openalex.org/W3084949122","https://openalex.org/W3145543370","https://openalex.org/W3170763958","https://openalex.org/W3205626500","https://openalex.org/W4205807230","https://openalex.org/W4213107656","https://openalex.org/W4225548887","https://openalex.org/W4226498390","https://openalex.org/W4286695170","https://openalex.org/W4289598391","https://openalex.org/W4300485818","https://openalex.org/W4386736435","https://openalex.org/W4391093243","https://openalex.org/W4392953321","https://openalex.org/W6639393196","https://openalex.org/W6639808567","https://openalex.org/W6668990524","https://openalex.org/W6682296883","https://openalex.org/W6685319170","https://openalex.org/W6726497184","https://openalex.org/W6735374517","https://openalex.org/W6747231328","https://openalex.org/W6750360790","https://openalex.org/W6763607942","https://openalex.org/W6766978945","https://openalex.org/W6796982079","https://openalex.org/W6803621156","https://openalex.org/W6811146048","https://openalex.org/W6840425588","https://openalex.org/W6840839968","https://openalex.org/W6973559833"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2350209916","https://openalex.org/W2475524763","https://openalex.org/W2363851383","https://openalex.org/W2354517252","https://openalex.org/W2387460998","https://openalex.org/W2356631479","https://openalex.org/W2386467653"],"abstract_inverted_index":{"Active":[0],"learning":[1,6],"(AL)":[2],"is":[3],"a":[4,55,68,92],"machine":[5],"technique":[7],"that":[8,71,120],"aims":[9],"to":[10,96,145,166],"reduce":[11,167],"annotation":[12],"costs":[13,169],"by":[14],"selectively":[15],"choosing":[16],"the":[17,45,59,98,121,126,131,137,146,179],"most":[18],"informative":[19],"samples":[20],"for":[21],"labeling.":[22],"This":[23,53,101],"process":[24],"relies":[25],"on":[26,43],"acquisition":[27,78,183],"functions,":[28],"which":[29],"can":[30],"be":[31],"broadly":[32],"categorized":[33],"into":[34],"two":[35,75],"types:":[36],"representativity-based":[37],"and":[38,113,128,141,160,181],"uncertainty-based.":[39],"Representativity-based":[40],"functions":[41,49,184],"focus":[42],"exploring":[44],"dataset,":[46],"while":[47,170],"uncertainty-based":[48],"refine":[50],"decision":[51],"boundaries.":[52],"creates":[54],"trade-off":[56],"known":[57],"as":[58,109],"exploration-exploitation":[60],"dilemma.":[61],"To":[62],"address":[63],"this":[64],"challenge,":[65],"we":[66,135,162],"propose":[67],"novel":[69],"approach":[70,123],"alternates":[72],"between":[73,139,178],"these":[74],"types":[76],"of":[77,130,148],"functions.":[79],"Our":[80,117],"method":[81],"employs":[82],"an":[83,88],"adaptive":[84],"feedback-driven":[85],"selection":[86],"mechanism,":[87],"annealing-based":[89],"approach,":[90],"or":[91,172],"baseline":[93],"random":[94],"criterion":[95,156],"guide":[97],"alternation":[99],"process.":[100,133],"strategy":[102],"helps":[103],"mitigate":[104],"common":[105],"AL":[106,132],"issues,":[107],"such":[108],"batch":[110],"mode":[111],"inefficiency":[112],"cold":[114],"start":[115],"problems.":[116],"experiments":[118],"demonstrate":[119],"alternating":[122,177],"enhances":[124],"both":[125],"accuracy":[127,140],"robustness":[129],"Additionally,":[134],"consider":[136],"balance":[138],"energy":[142],"consumption,":[143],"contributing":[144],"development":[147],"more":[149],"sustainable":[150],"AI":[151],"systems.":[152],"By":[153],"evaluating":[154],"our":[155],"across":[157],"various":[158],"models":[159],"datasets,":[161],"show":[163],"its":[164],"potential":[165],"computational":[168],"maintaining":[171],"even":[173],"improving":[174],"accuracy.":[175],"Notably,":[176],"BALD":[180],"BADGE":[182],"yields":[185],"particularly":[186],"robust":[187],"results.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}