{"id":"https://openalex.org/W3132736277","doi":"https://doi.org/10.1109/csr51186.2021.9527933","title":"SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel","display_name":"SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel","publication_year":2021,"publication_date":"2021-07-26","ids":{"openalex":"https://openalex.org/W3132736277","doi":"https://doi.org/10.1109/csr51186.2021.9527933","mag":"3132736277"},"language":"en","primary_location":{"id":"doi:10.1109/csr51186.2021.9527933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csr51186.2021.9527933","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Cyber Security and Resilience (CSR)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2102.07904","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080348841","display_name":"Thomas Cochrane","orcid":"https://orcid.org/0000-0002-0192-6118"},"institutions":[{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Thomas Cochrane","raw_affiliation_strings":["The Alan Turing Institute"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute","institution_ids":["https://openalex.org/I4210128584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009532141","display_name":"Peter Foster","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Foster","raw_affiliation_strings":["The Alan Turing Institute"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute","institution_ids":["https://openalex.org/I4210128584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090015408","display_name":"Varun Chhabra","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Varun Chhabra","raw_affiliation_strings":["The Alan Turing Institute"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute","institution_ids":["https://openalex.org/I4210128584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055402057","display_name":"Maud Lemercier","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]},{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maud Lemercier","raw_affiliation_strings":["The Alan Turing Institute, University of Warwick","University of Warwick"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute, University of Warwick","institution_ids":["https://openalex.org/I4210128584","https://openalex.org/I39555362"]},{"raw_affiliation_string":"University of Warwick","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033716148","display_name":"Terry Lyons","orcid":"https://orcid.org/0000-0002-9972-2809"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Terry Lyons","raw_affiliation_strings":["The Alan Turing Institute, University of Oxford","University of Oxford"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute, University of Oxford","institution_ids":["https://openalex.org/I4210128584","https://openalex.org/I40120149"]},{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046539767","display_name":"Cristopher Salvi","orcid":"https://orcid.org/0000-0002-4185-5908"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cristopher Salvi","raw_affiliation_strings":["The Alan Turing Institute, University of Oxford","University of Oxford"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute, University of Oxford","institution_ids":["https://openalex.org/I4210128584","https://openalex.org/I40120149"]},{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5080348841"],"corresponding_institution_ids":["https://openalex.org/I4210128584"],"apc_list":null,"apc_paid":null,"fwci":0.3201,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.58602339,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"35","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","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/T10400","display_name":"Network Security and Intrusion Detection","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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994000196456909,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8175584077835083},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6470924615859985},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.6377704739570618},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6203570365905762},{"id":"https://openalex.org/keywords/streaming-data","display_name":"Streaming data","score":0.607741117477417},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5445677042007446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5379612445831299},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5346552133560181},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.4877391755580902},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37682241201400757},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1034746766090393},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08849909901618958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8175584077835083},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6470924615859985},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.6377704739570618},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6203570365905762},{"id":"https://openalex.org/C2777611316","wikidata":"https://www.wikidata.org/wiki/Q39045282","display_name":"Streaming data","level":2,"score":0.607741117477417},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5445677042007446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5379612445831299},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5346552133560181},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.4877391755580902},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37682241201400757},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1034746766090393},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08849909901618958},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/csr51186.2021.9527933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csr51186.2021.9527933","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Cyber Security and Resilience (CSR)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2102.07904","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.07904","pdf_url":"https://arxiv.org/pdf/2102.07904","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3132736277","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2102.07904.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:ora.ox.ac.uk:uuid:280a3a26-42bb-47db-a6c4-041028cb33cc","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:280a3a26-42bb-47db-a6c4-041028cb33cc","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Conference item"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:db646fab-931c-493a-8b7b-657fd9752728","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:db646fab-931c-493a-8b7b-657fd9752728","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Internet publication"},{"id":"doi:10.48550/arxiv.2102.07904","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2102.07904","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2102.07904","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.07904","pdf_url":"https://arxiv.org/pdf/2102.07904","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1633672591","display_name":null,"funder_award_id":"N510129","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2074034901","display_name":null,"funder_award_id":"EP/R513295/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3474858958","display_name":"EPSRC and MRC Centre for Doctoral Training in Next Generation Statistical Science: The Oxford-Warwick Statistics Programme.","funder_award_id":"EP/L016710/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3481878861","display_name":null,"funder_award_id":"EP/S026347/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3499525715","display_name":null,"funder_award_id":"EP/R513","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G444630160","display_name":null,"funder_award_id":"EP/N510129/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4500485203","display_name":"The Alan Turing Institute","funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5005012656","display_name":null,"funder_award_id":"EP/S026347/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6653872853","display_name":null,"funder_award_id":"EP/L016","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7194833371","display_name":"DTP 2018-19 University of Oxford","funder_award_id":"EP/R513295/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8593039737","display_name":"Unparameterised multi-modal data, high order signatures, and the mathematics of data science","funder_award_id":"EP/S026347/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8597009950","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3132736277.pdf","grobid_xml":"https://content.openalex.org/works/W3132736277.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W616109306","https://openalex.org/W1109422923","https://openalex.org/W1560724230","https://openalex.org/W2013039900","https://openalex.org/W2101234009","https://openalex.org/W2140494000","https://openalex.org/W2212660284","https://openalex.org/W2297500149","https://openalex.org/W2556303759","https://openalex.org/W2746170296","https://openalex.org/W2761599262","https://openalex.org/W2885506102","https://openalex.org/W2898407550","https://openalex.org/W2907945700","https://openalex.org/W2962961015","https://openalex.org/W2963611658","https://openalex.org/W2964304846","https://openalex.org/W2996487154","https://openalex.org/W3017773673","https://openalex.org/W3018056005","https://openalex.org/W3034907790","https://openalex.org/W3037658778","https://openalex.org/W3100267010","https://openalex.org/W3110860812","https://openalex.org/W3112012065","https://openalex.org/W3138784139","https://openalex.org/W3197219184","https://openalex.org/W4293182332","https://openalex.org/W6675354045","https://openalex.org/W6688325169","https://openalex.org/W6697292812","https://openalex.org/W6745040976","https://openalex.org/W6756019395","https://openalex.org/W6779571651","https://openalex.org/W6785484852"],"related_works":["https://openalex.org/W3196640496","https://openalex.org/W1972551763","https://openalex.org/W1968185194","https://openalex.org/W2993852904","https://openalex.org/W2189545320","https://openalex.org/W2747456275","https://openalex.org/W2808569937","https://openalex.org/W2951021870","https://openalex.org/W3049411625","https://openalex.org/W3193621152","https://openalex.org/W2782676859","https://openalex.org/W3181764050","https://openalex.org/W3206809172","https://openalex.org/W3118258377","https://openalex.org/W3091548849","https://openalex.org/W3134204681","https://openalex.org/W2591830932","https://openalex.org/W1974189812","https://openalex.org/W3118382796","https://openalex.org/W2046445931"],"abstract_inverted_index":{"The":[0],"development":[1],"of":[2,22,33,46,71,91,120,128,137,148],"machine":[3,76],"learning":[4,77,87,102],"algorithms":[5],"in":[6,65],"the":[7,15,23,31,69,72,95,121,126,138],"cyber":[8,48],"security":[9,49],"domain":[10],"has":[11],"been":[12],"impeded":[13],"by":[14],"complex,":[16],"hierarchical,":[17],"sequential":[18],"and":[19,117],"multimodal":[20],"nature":[21],"data":[24,40],"involved.":[25],"In":[26],"this":[27],"paper":[28],"we":[29,56,93],"introduce":[30],"notion":[32],"a":[34,38,43,75,83,100,135],"streaming":[35,61,109],"tree":[36],"as":[37,60,82],"generic":[39],"structure":[41],"encompassing":[42],"large":[44],"portion":[45,136],"real-world":[47],"data.":[50],"Starting":[51],"from":[52],"host-based":[53],"event":[54],"logs":[55],"represent":[57],"computer":[58],"processes":[59],"trees":[62,110],"that":[63,79,111],"evolve":[64],"continuous":[66],"time.":[67],"Leveraging":[68],"properties":[70],"signature":[73],"kernel,":[74],"tool":[78],"recently":[80],"emerged":[81],"leading":[84],"technology":[85],"for":[86,104],"with":[88],"complex":[89],"sequences":[90],"data,":[92],"develop":[94],"SK-Tree":[96,98,129],"algorithm.":[97],"is":[99,112],"supervised":[101],"method":[103],"systematic":[105],"malware":[106],"detection":[107],"on":[108,134],"robust":[113],"to":[114,130],"irregular":[115],"sampling":[116],"high":[118],"dimensionality":[119],"underlying":[122],"streams.":[123],"We":[124],"demonstrate":[125],"effectiveness":[127],"detect":[131],"malicious":[132],"events":[133],"publicly":[139],"available":[140],"DARPA":[141],"OpTC":[142],"dataset,":[143],"achieving":[144],"an":[145],"AUROC":[146],"score":[147],"98%.":[149]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
