{"id":"https://openalex.org/W4402516174","doi":"https://doi.org/10.1145/3695999","title":"Interpretable Failure Localization for Microservice Systems Based on Graph Autoencoder","display_name":"Interpretable Failure Localization for Microservice Systems Based on Graph Autoencoder","publication_year":2024,"publication_date":"2024-09-13","ids":{"openalex":"https://openalex.org/W4402516174","doi":"https://doi.org/10.1145/3695999"},"language":"en","primary_location":{"id":"doi:10.1145/3695999","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3695999","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/A5027731066","display_name":"Yongqian Sun","orcid":"https://orcid.org/0000-0003-0266-7899"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongqian Sun","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101794608","display_name":"Zihan Lin","orcid":"https://orcid.org/0009-0009-1268-2372"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Lin","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101393783","display_name":"Binpeng Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binpeng Shi","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072210083","display_name":"Shenglin Zhang","orcid":"https://orcid.org/0000-0003-0330-0028"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenglin Zhang","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007639888","display_name":"Shiyu Ma","orcid":"https://orcid.org/0009-0003-9835-8907"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyu Ma","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103248623","display_name":"Pengxiang Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengxiang Jin","raw_affiliation_strings":["Alibaba (Beijing) Software Services Co., Ltd., Beijing Shi, China","Alibaba (Beijing) Software Services Co., Ltd., China"],"affiliations":[{"raw_affiliation_string":"Alibaba (Beijing) Software Services Co., Ltd., Beijing Shi, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Alibaba (Beijing) Software Services Co., Ltd., China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101458333","display_name":"Zhenyu Zhong","orcid":"https://orcid.org/0000-0003-2114-5308"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Zhong","raw_affiliation_strings":["Nankai University, Tianjin Shi, China","Nankai University, China"],"affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin Shi, China","institution_ids":["https://openalex.org/I205237279"]},{"raw_affiliation_string":"Nankai University, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077952034","display_name":"Lemeng Pan","orcid":"https://orcid.org/0009-0004-4261-2467"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lemeng Pan","raw_affiliation_strings":["AI Application Research Center, Huawei Technologies Co., Shenzhen, China","AI Application Research Center, Huawei Technologies Co., China"],"affiliations":[{"raw_affiliation_string":"AI Application Research Center, Huawei Technologies Co., Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"AI Application Research Center, Huawei Technologies Co., China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101081602","display_name":"Yicheng Guo","orcid":"https://orcid.org/0009-0002-7238-8254"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yicheng Guo","raw_affiliation_strings":["AI Application Research Center, Huawei Technologies Co., Shenzhen, China","AI Application Research Center, Huawei Technologies Co., China"],"affiliations":[{"raw_affiliation_string":"AI Application Research Center, Huawei Technologies Co., Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"AI Application Research Center, Huawei Technologies Co., China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046419834","display_name":"Dan Pei","orcid":"https://orcid.org/0000-0002-5113-838X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Pei","raw_affiliation_strings":["Tsinghua University, Beijing Shi, China","Tsinghua University, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing Shi, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5027731066"],"corresponding_institution_ids":["https://openalex.org/I205237279"],"apc_list":null,"apc_paid":null,"fwci":5.9329,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96651982,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"34","issue":"2","first_page":"1","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9653000235557556,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9448000192642212,"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/computer-science","display_name":"Computer science","score":0.8055951595306396},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7084013223648071},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5546207427978516},{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.530820369720459},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3867630064487457},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2997371554374695},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1484096348285675},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.08790639042854309}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8055951595306396},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7084013223648071},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5546207427978516},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.530820369720459},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3867630064487457},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2997371554374695},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1484096348285675},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.08790639042854309},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3695999","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3695999","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":50,"referenced_works":["https://openalex.org/W2134673568","https://openalex.org/W2138621090","https://openalex.org/W2164117960","https://openalex.org/W2401686019","https://openalex.org/W2767094836","https://openalex.org/W2785362611","https://openalex.org/W2900100055","https://openalex.org/W2911964244","https://openalex.org/W2944981198","https://openalex.org/W2950635152","https://openalex.org/W2964015378","https://openalex.org/W2966971704","https://openalex.org/W2999561215","https://openalex.org/W3012644936","https://openalex.org/W3022004659","https://openalex.org/W3023371261","https://openalex.org/W3035725276","https://openalex.org/W3081497074","https://openalex.org/W3092126302","https://openalex.org/W3096831136","https://openalex.org/W3098957257","https://openalex.org/W3099837301","https://openalex.org/W3100178186","https://openalex.org/W3114632476","https://openalex.org/W3127771140","https://openalex.org/W3134210100","https://openalex.org/W3155331679","https://openalex.org/W3156887656","https://openalex.org/W3161254931","https://openalex.org/W3161810785","https://openalex.org/W3170981104","https://openalex.org/W3179172661","https://openalex.org/W3183619936","https://openalex.org/W3187214410","https://openalex.org/W3195057108","https://openalex.org/W3198081460","https://openalex.org/W3201143007","https://openalex.org/W4200347562","https://openalex.org/W4213153339","https://openalex.org/W4224315779","https://openalex.org/W4254995825","https://openalex.org/W4284688717","https://openalex.org/W4286588841","https://openalex.org/W4301488715","https://openalex.org/W4382203537","https://openalex.org/W4384345623","https://openalex.org/W4385568016","https://openalex.org/W4389158453","https://openalex.org/W6745537798","https://openalex.org/W7016021835"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3181741639","https://openalex.org/W4210334847","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W4225586032","https://openalex.org/W3003367851","https://openalex.org/W4220775285","https://openalex.org/W2891286602"],"abstract_inverted_index":{"Accurate":[0],"and":[1,45,57,71,106,157],"efficient":[2],"localization":[3,67,88,116],"of":[4,13,35,51,117,144],"root":[5,40,86,98,118],"cause":[6,41,87,99],"instances":[7,42],"in":[8],"large-scale":[9],"microservice":[10],"systems":[11],"is":[12,43],"paramount":[14],"importance.":[15],"Unfortunately,":[16],"prevailing":[17],"methods":[18,25,161],"face":[19],"several":[20],"limitations.":[21],"Notably,":[22],"some":[23,61],"recent":[24],"rely":[26],"on":[27,91,152],"supervised":[28],"learning":[29,65],"which":[30],"necessitates":[31],"a":[32,84,164,177],"substantial":[33],"amount":[34],"labeled":[36,133],"data.":[37,134],"However,":[38],"labeling":[39],"time-consuming":[44],"laborious,":[46],"especially":[47],"with":[48],"multiple":[49],"modalities":[50],"data":[52,93,137],"including":[53],"logs,":[54],"traces,":[55],"metrics,":[56],"so":[58],"on.":[59],"Moreover,":[60],"approaches":[62],"favor":[63],"deep":[64],"for":[66],"but":[68],"lack":[69],"interpretability":[70,113],"continuous":[72],"improvement":[73],"mechanisms.":[74],"To":[75],"address":[76,127],"the":[77,115,128,141],"above":[78],"challenges,":[79],"we":[80],"propose":[81],"DeepHunt":[82,96,151,168],",":[83],"novel":[85],"method":[89],"based":[90],"multimodal":[92],"analysis.":[94],"Firstly,":[95],"introduces":[97],"score":[100],"(RCS)":[101],"by":[102,131,173],"integrating":[103],"reconstruction":[104],"errors":[105],"failure":[107],"propagation":[108],"patterns":[109],"(upstream\u2013downstream":[110],"relationships),":[111],"imparting":[112],"to":[114,126,139],"causes.":[119],"Then,":[120],"it":[121,158],"embraces":[122],"graph":[123],"autoencoder":[124],"(GAE)":[125],"limitation":[129],"imposed":[130],"scarce":[132],"It":[135],"employs":[136],"augmentation":[138],"mitigate":[140],"adverse":[142],"effects":[143],"insufficient":[145],"historical":[146],"training":[147],"samples.":[148],"We":[149],"evaluate":[150],"two":[153],"open":[154],"source":[155],"datasets,":[156],"outperforms":[159],"existing":[160],"when":[162],"facing":[163],"zero-label":[165],"cold":[166],"start.":[167],"can":[169],"be":[170],"further":[171],"improved":[172],"continuously":[174],"fine-tuning":[175],"through":[176],"feedback":[178],"mechanism.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":13}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
