{"id":"https://openalex.org/W4406385978","doi":"https://doi.org/10.1145/3712195","title":"On the Practicability of Deep Learning Based Anomaly Detection for Modern Online Software Systems: A Pre-Train-and-Align Framework","display_name":"On the Practicability of Deep Learning Based Anomaly Detection for Modern Online Software Systems: A Pre-Train-and-Align Framework","publication_year":2025,"publication_date":"2025-01-15","ids":{"openalex":"https://openalex.org/W4406385978","doi":"https://doi.org/10.1145/3712195"},"language":"en","primary_location":{"id":"doi:10.1145/3712195","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712195","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Software Engineering and Methodology","raw_type":"journal-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/A5100669271","display_name":"Zilong He","orcid":"https://orcid.org/0000-0001-7963-082X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zilong He","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China","School of Computer Science and Engineering, Sun Yat-sen University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335060","display_name":"Pengfei Chen","orcid":"https://orcid.org/0000-0003-0972-6900"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China","School of Computer Science and Engineering, Sun Yat-sen University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000582109","display_name":"Zibin Zheng","orcid":"https://orcid.org/0000-0002-7878-4330"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zibin Zheng","raw_affiliation_strings":["School of Software Engineering, Sun Yat-Sen University, Zhuhai, China","School of Software Engineering, Sun Yat-sen University, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Sun Yat-Sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Software Engineering, Sun Yat-sen University, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100669271"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":2.4849,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88014495,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"34","issue":"6","first_page":"1","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9995999932289124,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9990000128746033,"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/computer-science","display_name":"Computer science","score":0.8360422253608704},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6489855051040649},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5330841541290283},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47818997502326965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4434368312358856},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38985636830329895},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09112560749053955}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8360422253608704},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6489855051040649},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5330841541290283},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47818997502326965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4434368312358856},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38985636830329895},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09112560749053955}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712195","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712195","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Software Engineering and Methodology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W398859631","https://openalex.org/W1976526581","https://openalex.org/W2006267758","https://openalex.org/W2046033161","https://openalex.org/W2391120767","https://openalex.org/W2401686019","https://openalex.org/W2560674852","https://openalex.org/W2743617586","https://openalex.org/W2785362611","https://openalex.org/W2786827964","https://openalex.org/W2801490189","https://openalex.org/W2883560233","https://openalex.org/W2911200746","https://openalex.org/W2912126994","https://openalex.org/W2918465401","https://openalex.org/W2919841582","https://openalex.org/W2944981198","https://openalex.org/W2949676527","https://openalex.org/W2949848919","https://openalex.org/W2950361482","https://openalex.org/W2962736999","https://openalex.org/W2963128714","https://openalex.org/W2964051675","https://openalex.org/W2985913519","https://openalex.org/W3000445396","https://openalex.org/W3008872739","https://openalex.org/W3039075121","https://openalex.org/W3048160496","https://openalex.org/W3081497074","https://openalex.org/W3093074257","https://openalex.org/W3100178186","https://openalex.org/W3128634608","https://openalex.org/W3152601077","https://openalex.org/W3155567600","https://openalex.org/W3156887656","https://openalex.org/W3170981104","https://openalex.org/W3177318507","https://openalex.org/W3178469298","https://openalex.org/W3188872815","https://openalex.org/W4205596332","https://openalex.org/W4210989694","https://openalex.org/W4224310748","https://openalex.org/W4224315779","https://openalex.org/W4233366162","https://openalex.org/W4239249613","https://openalex.org/W4246762826","https://openalex.org/W4253813365","https://openalex.org/W4283318673","https://openalex.org/W4288779706","https://openalex.org/W4312691182","https://openalex.org/W4313563765","https://openalex.org/W4322718191","https://openalex.org/W4366850565","https://openalex.org/W4387561305","https://openalex.org/W4387724855","https://openalex.org/W4388274718","https://openalex.org/W4390897306","https://openalex.org/W4391591448","https://openalex.org/W4391631243","https://openalex.org/W4391948464"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"Operation":[0],"and":[1,15,70,111,124,144,179,195],"maintenance":[2],"are":[3,48],"critical":[4],"activities":[5],"in":[6,44,59],"the":[7,65,108,112,122,157,166,175,193],"whole":[8],"lifecycle":[9],"of":[10,22,126,181,197],"modern":[11],"online":[12,62,130],"software":[13],"systems,":[14],"anomaly":[16,80,100,151],"detection":[17,81,101,152],"is":[18,102],"a":[19,60,88,96,136],"crucial":[20],"step":[21],"these":[23,38,75],"activities.":[24],"Recent":[25],"studies":[26],"mainly":[27],"develop":[28],"deep":[29],"learning":[30],"techniques":[31,39],"to":[32,55,106,155,164],"complete":[33],"this":[34,117],"task.":[35],"Notably,":[36],"though":[37],"have":[40],"achieved":[41],"promising":[42],"results":[43],"experimental":[45],"evaluations,":[46],"there":[47],"still":[49],"several":[50],"practicality":[51,196],"gaps":[52],"for":[53,99,129,150],"them":[54],"be":[56],"successfully":[57],"applied":[58],"real-world":[61,189],"system,":[63],"including":[64],"scalability":[66,109],"gap,":[67,69,159],"availability":[68,113],"alignment":[71,158,163],"gap.":[72,114],"To":[73,115],"bridge":[74,107,156],"gaps,":[76],"we":[77,92,119,160],"propose":[78,135,161],"an":[79,103],"framework,":[82],"namely":[83],"ShareAD":[84,162,198],",":[85],"based":[86,139],"on":[87,187],"pre-train-and-align":[89],"paradigm.":[90],"Specifically,":[91],"argue":[93],"that":[94],"pre-training":[95],"shared":[97],"model":[98,127,138,168],"effective":[104],"way":[105],"gap":[110],"support":[116],"argument,":[118],"systematically":[120],"study":[121],"necessity":[123],"feasibility":[125],"sharing":[128],"system":[131],"maintenance.":[132],"We":[133],"further":[134],"novel":[137],"upon":[140],"Transformer":[141],"encoder":[142],"layers":[143],"Base":[145],"layers,":[146],"which":[147],"works":[148],"well":[149],"pre-training.":[153],"Then,":[154],"align":[165],"pre-trained":[167],"with":[169],"operator":[170],"preference":[171],"by":[172],"jointly":[173],"considering":[174],"local":[176],"observation":[177],"context":[178],"sensitivity":[180],"each":[182],"monitor":[183],"entity.":[184],"Extensive":[185],"experiments":[186],"two":[188],"large-scale":[190],"datasets":[191],"demonstrate":[192],"effectiveness":[194],".":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}