{"id":"https://openalex.org/W4281392063","doi":"https://doi.org/10.1109/cscwd54268.2022.9776187","title":"The Hyperbolic Temporal Attention Based Differentiable Neural Turing Machines for Diachronic Graph Embedding in Cyber Threat Intelligence","display_name":"The Hyperbolic Temporal Attention Based Differentiable Neural Turing Machines for Diachronic Graph Embedding in Cyber Threat Intelligence","publication_year":2022,"publication_date":"2022-05-04","ids":{"openalex":"https://openalex.org/W4281392063","doi":"https://doi.org/10.1109/cscwd54268.2022.9776187"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd54268.2022.9776187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd54268.2022.9776187","pdf_url":null,"source":{"id":"https://openalex.org/S4363607909","display_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5071563499","display_name":"Binghua Song","orcid":"https://orcid.org/0009-0009-3577-0797"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Binghua Song","raw_affiliation_strings":["Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I4210108629"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100419036","display_name":"Rong Chen","orcid":"https://orcid.org/0000-0003-0793-4546"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Chen","raw_affiliation_strings":["Capital Normal University,Information Engineering College,Beijing,China","Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Capital Normal University,Information Engineering College,Beijing,China","institution_ids":["https://openalex.org/I96852419"]},{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031113046","display_name":"Baoxu Liu","orcid":"https://orcid.org/0009-0006-9851-5548"},"institutions":[{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoxu Liu","raw_affiliation_strings":["Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I4210108629"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020151253","display_name":"Zhengwei Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengwei Jiang","raw_affiliation_strings":["Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Key Laboratory of Network Assessment Technology Institute of Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I4210108629"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Key Laboratory of Network Assessment Technology Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079647672","display_name":"Xuren Wang","orcid":"https://orcid.org/0000-0003-4959-0454"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuren Wang","raw_affiliation_strings":["Capital Normal University,Information Engineering College,Beijing,China","Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Capital Normal University,Information Engineering College,Beijing,China","institution_ids":["https://openalex.org/I96852419"]},{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071563499"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210108629","https://openalex.org/I4210156404","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.1039,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.24552898,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"35","issue":null,"first_page":"1353","last_page":"1359"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9865999817848206,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9753000140190125,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6537804007530212},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.645659863948822},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5720348954200745},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5623872876167297},{"id":"https://openalex.org/keywords/turing","display_name":"Turing","score":0.5128341317176819},{"id":"https://openalex.org/keywords/differentiable-function","display_name":"Differentiable function","score":0.4997532367706299},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49137797951698303},{"id":"https://openalex.org/keywords/turing-machine","display_name":"Turing machine","score":0.454018235206604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4527261257171631},{"id":"https://openalex.org/keywords/hyperbolic-space","display_name":"Hyperbolic space","score":0.41491183638572693},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22071850299835205},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17348158359527588},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.11189809441566467}],"concepts":[{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6537804007530212},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.645659863948822},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5720348954200745},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5623872876167297},{"id":"https://openalex.org/C9870796","wikidata":"https://www.wikidata.org/wiki/Q490481","display_name":"Turing","level":2,"score":0.5128341317176819},{"id":"https://openalex.org/C202615002","wikidata":"https://www.wikidata.org/wiki/Q783507","display_name":"Differentiable function","level":2,"score":0.4997532367706299},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49137797951698303},{"id":"https://openalex.org/C29248071","wikidata":"https://www.wikidata.org/wiki/Q163310","display_name":"Turing machine","level":3,"score":0.454018235206604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4527261257171631},{"id":"https://openalex.org/C83677898","wikidata":"https://www.wikidata.org/wiki/Q1878538","display_name":"Hyperbolic space","level":2,"score":0.41491183638572693},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22071850299835205},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17348158359527588},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.11189809441566467},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd54268.2022.9776187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd54268.2022.9776187","pdf_url":null,"source":{"id":"https://openalex.org/S4363607909","display_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2184957013","https://openalex.org/W2565330852","https://openalex.org/W2573189311","https://openalex.org/W2890410208","https://openalex.org/W2903764284","https://openalex.org/W2962948632","https://openalex.org/W2965683718","https://openalex.org/W2998116985","https://openalex.org/W2998313947","https://openalex.org/W3000539293","https://openalex.org/W3024560045","https://openalex.org/W3086302916","https://openalex.org/W3087775916","https://openalex.org/W3098366174","https://openalex.org/W3101588560","https://openalex.org/W3163629447","https://openalex.org/W3174206097","https://openalex.org/W3177564060","https://openalex.org/W3179788886","https://openalex.org/W3187395669"],"related_works":["https://openalex.org/W2119244842","https://openalex.org/W3160192459","https://openalex.org/W4324016496","https://openalex.org/W2215138167","https://openalex.org/W4231495498","https://openalex.org/W4312201671","https://openalex.org/W4254404873","https://openalex.org/W2621831792","https://openalex.org/W2090113742","https://openalex.org/W2053429109"],"abstract_inverted_index":{"Cyber":[0],"Threat":[1],"Intelligence":[2],"(CTI)":[3],"is":[4,16,58],"an":[5],"effective":[6],"approach":[7],"to":[8,20,36,60,105,155],"solve":[9],"cyber":[10],"security":[11],"problems,":[12],"finding":[13],"unknown":[14,43],"threats":[15],"becoming":[17],"a":[18,74,92],"problem":[19],"be":[21],"solved.":[22],"Research":[23],"based":[24,79,97],"on":[25,51,98,144],"threat":[26],"intelligence":[27],"knowledge":[28,67],"graphs":[29],"has":[30,153],"gradually":[31],"increased":[32],"for":[33,84],"its":[34],"capability":[35],"capture":[37,61],"entity":[38],"characteristics":[39],"and":[40,113,119,129],"better":[41],"predict":[42],"threats.":[44],"Most":[45],"of":[46,65,148],"the":[47,55,62,66,107,126],"current":[48],"research":[49],"focuses":[50],"Euclidean":[52,56],"space,":[53,100],"however,":[54],"space":[57,112],"insufficient":[59],"hierarchical":[63,132],"information":[64,133],"graph.":[68],"In":[69],"this":[70],"paper,":[71],"we":[72,136],"propose":[73],"novel":[75],"Hyperbolic":[76],"Temporal":[77],"Attention":[78],"Differential":[80],"Neural":[81],"Turing":[82],"Machines":[83],"diachronic":[85],"graph":[86,93,109,116],"embedding":[87,162],"framework":[88],"(HTA-DNTM),":[89],"which":[90],"adopts":[91],"attention":[94],"network":[95,118],"model":[96],"hyperbolic":[99,111,115,120],"simultaneously":[101],"uses":[102],"multi-head":[103],"self-attention":[104],"map":[106],"temporal":[108],"into":[110],"incorporates":[114],"neural":[117,123],"gated":[121],"recurrent":[122],"network,":[124],"capturing":[125],"evolving":[127],"behaviors":[128],"implicitly":[130],"preserve":[131],"simultaneously.":[134],"Moreover,":[135],"demonstrate":[137],"significantly":[138],"improved":[139],"performance":[140],"over":[141],"various":[142],"approaches":[143],"CTI.":[145],"A":[146],"series":[147],"benchmark":[149],"experiments":[150],"illustrate":[151],"HTA-DNTM":[152],"ability":[154],"generate":[156],"higher":[157],"quality":[158],"than":[159],"state-of-the-art":[160],"word":[161],"models":[163],"in":[164],"CTI":[165],"fields.":[166]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}