{"id":"https://openalex.org/W4417132405","doi":"https://doi.org/10.1109/saner-c66551.2025.00030","title":"A First Look at the Lifecycle of DL-Specific Self-Admitted Technical Debt","display_name":"A First Look at the Lifecycle of DL-Specific Self-Admitted Technical Debt","publication_year":2025,"publication_date":"2025-03-04","ids":{"openalex":"https://openalex.org/W4417132405","doi":"https://doi.org/10.1109/saner-c66551.2025.00030"},"language":null,"primary_location":{"id":"doi:10.1109/saner-c66551.2025.00030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner-c66551.2025.00030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Analysis, Evolution and Reengineering - Companion (SANER-C)","raw_type":"proceedings-article"},"type":"article","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/A5080742700","display_name":"Gilberto Recupito","orcid":"https://orcid.org/0000-0001-8088-1001"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Gilberto Recupito","raw_affiliation_strings":["University of Salerno,SeSa Lab,Fisciano,Italy"],"affiliations":[{"raw_affiliation_string":"University of Salerno,SeSa Lab,Fisciano,Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066656903","display_name":"Vincenzo De Martino","orcid":"https://orcid.org/0000-0003-1485-4560"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo De Martino","raw_affiliation_strings":["University of Salerno,SeSa Lab,Fisciano,Italy"],"affiliations":[{"raw_affiliation_string":"University of Salerno,SeSa Lab,Fisciano,Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072127726","display_name":"Dario Di Nucci","orcid":"https://orcid.org/0000-0002-3861-1902"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Dario Di Nucci","raw_affiliation_strings":["University of Salerno,SeSa Lab,Fisciano,Italy"],"affiliations":[{"raw_affiliation_string":"University of Salerno,SeSa Lab,Fisciano,Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033738898","display_name":"Fabio Palomba","orcid":"https://orcid.org/0000-0001-9337-5116"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fabio Palomba","raw_affiliation_strings":["University of Salerno,SeSa Lab,Fisciano,Italy"],"affiliations":[{"raw_affiliation_string":"University of Salerno,SeSa Lab,Fisciano,Italy","institution_ids":["https://openalex.org/I131729948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5080742700"],"corresponding_institution_ids":["https://openalex.org/I131729948"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.5322379,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"150","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.820900022983551,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.820900022983551,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.03869999945163727,"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/T12127","display_name":"Software System Performance and Reliability","score":0.026399999856948853,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/technical-debt","display_name":"Technical debt","score":0.8633999824523926},{"id":"https://openalex.org/keywords/maintainability","display_name":"Maintainability","score":0.833299994468689},{"id":"https://openalex.org/keywords/commit","display_name":"Commit","score":0.7415000200271606},{"id":"https://openalex.org/keywords/code-refactoring","display_name":"Code refactoring","score":0.53329998254776},{"id":"https://openalex.org/keywords/application-lifecycle-management","display_name":"Application lifecycle management","score":0.4754999876022339},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4740000069141388},{"id":"https://openalex.org/keywords/software-maintenance","display_name":"Software maintenance","score":0.4447000026702881},{"id":"https://openalex.org/keywords/system-lifecycle","display_name":"System lifecycle","score":0.41679999232292175},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.413100004196167}],"concepts":[{"id":"https://openalex.org/C159198006","wikidata":"https://www.wikidata.org/wiki/Q1532172","display_name":"Technical debt","level":4,"score":0.8633999824523926},{"id":"https://openalex.org/C160713754","wikidata":"https://www.wikidata.org/wiki/Q1389965","display_name":"Maintainability","level":2,"score":0.833299994468689},{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.7415000200271606},{"id":"https://openalex.org/C152752567","wikidata":"https://www.wikidata.org/wiki/Q116877","display_name":"Code refactoring","level":3,"score":0.53329998254776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4925999939441681},{"id":"https://openalex.org/C30452754","wikidata":"https://www.wikidata.org/wiki/Q621590","display_name":"Application lifecycle management","level":3,"score":0.4754999876022339},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4740000069141388},{"id":"https://openalex.org/C101317890","wikidata":"https://www.wikidata.org/wiki/Q940053","display_name":"Software maintenance","level":4,"score":0.4447000026702881},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4350000023841858},{"id":"https://openalex.org/C35280785","wikidata":"https://www.wikidata.org/wiki/Q559486","display_name":"System lifecycle","level":4,"score":0.41679999232292175},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.413100004196167},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.41260001063346863},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.41019999980926514},{"id":"https://openalex.org/C202105479","wikidata":"https://www.wikidata.org/wiki/Q265013","display_name":"Software evolution","level":5,"score":0.39649999141693115},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.37599998712539673},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.3709999918937683},{"id":"https://openalex.org/C120617098","wikidata":"https://www.wikidata.org/wiki/Q559486","display_name":"Systems development life cycle","level":5,"score":0.3422999978065491},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.33730000257492065},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33649998903274536},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.33160001039505005},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3188000023365021},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3050999939441681},{"id":"https://openalex.org/C164691408","wikidata":"https://www.wikidata.org/wiki/Q5071844","display_name":"Change impact analysis","level":3,"score":0.30399999022483826},{"id":"https://openalex.org/C40919944","wikidata":"https://www.wikidata.org/wiki/Q947779","display_name":"Software project management","level":5,"score":0.29260000586509705},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.29019999504089355},{"id":"https://openalex.org/C120527767","wikidata":"https://www.wikidata.org/wiki/Q3196867","display_name":"Debt","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.27230000495910645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saner-c66551.2025.00030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner-c66551.2025.00030","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Analysis, Evolution and Reengineering - Companion (SANER-C)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2045336717","https://openalex.org/W2919115771","https://openalex.org/W3119769340","https://openalex.org/W4210764005","https://openalex.org/W4220891756","https://openalex.org/W4241437391","https://openalex.org/W4308643031","https://openalex.org/W4365813074","https://openalex.org/W4384302777","https://openalex.org/W4384821349","https://openalex.org/W4386918877","https://openalex.org/W4387541921","https://openalex.org/W4388502424","https://openalex.org/W4400316819","https://openalex.org/W4405601299"],"related_works":[],"abstract_inverted_index":{"The":[0,91,136,157],"rapid":[1],"adoption":[2],"of":[3,51,62,80,85,93,101,143,172,230,246],"Deep":[4],"Learning":[5],"(DL)-enabled":[6],"systems":[7,19,218],"has":[8,38],"revolutionized":[9],"software":[10,27,122],"development,":[11],"driving":[12],"innovation":[13],"across":[14],"various":[15],"domains.":[16],"However,":[17],"these":[18,32,118],"also":[20],"introduce":[21,194],"unique":[22],"challenges,":[23,33],"particularly":[24],"in":[25,88,216],"maintaining":[26],"quality":[28,50,245],"and":[29,48,53,68,83,105,141,154,169,176,190,202,228,244],"performance.":[30],"Among":[31],"Self-Admitted":[34],"Technical":[35],"Debt":[36],"(SATD)":[37],"emerged":[39],"as":[40],"a":[41,77],"growing":[42],"concern,":[43],"significantly":[44],"impacting":[45],"the":[46,60,81,99,108,139,167,180,208,225,242,247],"maintainability":[47,243],"overall":[49],"ML":[52,128],"DL-enabled":[54,89,217],"systems.":[55,90],"Despite":[56],"its":[57,221],"critical":[58,185,238],"implications,":[59],"lifecycle":[61,84,153],"DL-specific":[63,86,133,161,195,212,231],"SATD\u2014how":[64],"developers":[65,193,233],"introduce,":[66],"acknowledge,":[67],"address":[69],"it":[70],"over":[71],"time\u2014remains":[72],"underexplored.":[73],"This":[74,205],"study":[75,206],"presents":[76],"preliminary":[78],"analysis":[79,137],"persistence":[82,142],"SATD":[87,102,134,144,162,182,196,213],"purpose":[92],"this":[94],"project":[95,147,173],"is":[96,163],"to":[97,116,150,219,240],"uncover":[98],"patterns":[100],"introduction,":[103],"recognition,":[104],"durability":[106],"during":[107,166,199],"development":[109],"life":[110],"cycle,":[111],"providing":[112],"information":[113],"on":[114,131],"how":[115],"manage":[117],"issues.":[119],"Using":[120],"mining":[121],"repository":[123],"techniques,":[124],"we":[125],"examined":[126],"40":[127],"projects,":[129],"focusing":[130],"185":[132],"instances.":[135],"tracked":[138],"introduction":[140],"instances":[145],"through":[146],"commit":[148],"histories":[149],"assess":[151],"their":[152],"developer":[155],"actions.":[156],"findings":[158],"indicate":[159],"that":[160],"predominantly":[164],"introduced":[165],"early":[168],"middle":[170],"stages":[171,239],"development.":[174],"Training":[175],"Hardware":[177],"phases":[178],"showed":[179],"longest":[181],"durations,":[183],"highlighting":[184],"areas":[186],"where":[187],"debt":[188],"accumulates":[189],"persists.":[191],"Additionally,":[192],"more":[197],"frequently":[198],"feature":[200],"implementation":[201],"bug":[203],"fixes.":[204],"emphasizes":[207],"need":[209],"for":[210],"targeted":[211],"management":[214],"strategies":[215],"mitigate":[220],"impact.":[222],"By":[223],"understanding":[224],"temporal":[226],"characteristics":[227],"evolution":[229],"SATD,":[232],"can":[234],"prioritize":[235],"interventions":[236],"at":[237],"improve":[241],"system.":[248]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-08T00:00:00"}
