{"id":"https://openalex.org/W4403582733","doi":"https://doi.org/10.1145/3627673.3679541","title":"A Geometric Perspective for High-Dimensional Multiplex Graphs","display_name":"A Geometric Perspective for High-Dimensional Multiplex Graphs","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403582733","doi":"https://doi.org/10.1145/3627673.3679541"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679541","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2501.17374","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056722292","display_name":"Kamel Abdous","orcid":"https://orcid.org/0009-0008-4063-6069"},"institutions":[{"id":"https://openalex.org/I159129438","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al","ror":"https://ror.org/002rjbv21","country_code":"CA","type":"education","lineage":["https://openalex.org/I159129438","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kamel Abdous","raw_affiliation_strings":["Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0009-0008-4063-6069","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I159129438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046929101","display_name":"Nairouz Mrabah","orcid":"https://orcid.org/0000-0002-6517-0292"},"institutions":[{"id":"https://openalex.org/I159129438","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al","ror":"https://ror.org/002rjbv21","country_code":"CA","type":"education","lineage":["https://openalex.org/I159129438","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nairouz Mrabah","raw_affiliation_strings":["Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6517-0292","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I159129438"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074285653","display_name":"Mohamed Bouguessa","orcid":"https://orcid.org/0000-0002-0851-8889"},"institutions":[{"id":"https://openalex.org/I159129438","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al","ror":"https://ror.org/002rjbv21","country_code":"CA","type":"education","lineage":["https://openalex.org/I159129438","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohamed Bouguessa","raw_affiliation_strings":["Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0851-8889","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Quebec at Montreal, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I159129438"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I159129438"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1927447,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9781000018119812,"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"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.7360811233520508},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5901927351951599},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5498502254486084},{"id":"https://openalex.org/keywords/multiplex","display_name":"Multiplex","score":0.538975179195404},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48171335458755493},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.4485267698764801},{"id":"https://openalex.org/keywords/topological-graph-theory","display_name":"Topological graph theory","score":0.43622562289237976},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.38356149196624756},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3498494029045105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23659685254096985},{"id":"https://openalex.org/keywords/voltage-graph","display_name":"Voltage graph","score":0.21425938606262207},{"id":"https://openalex.org/keywords/line-graph","display_name":"Line graph","score":0.2092374861240387},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.20478790998458862}],"concepts":[{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.7360811233520508},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5901927351951599},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5498502254486084},{"id":"https://openalex.org/C2781188995","wikidata":"https://www.wikidata.org/wiki/Q6934982","display_name":"Multiplex","level":2,"score":0.538975179195404},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48171335458755493},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.4485267698764801},{"id":"https://openalex.org/C157406716","wikidata":"https://www.wikidata.org/wiki/Q4115842","display_name":"Topological graph theory","level":5,"score":0.43622562289237976},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.38356149196624756},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3498494029045105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23659685254096985},{"id":"https://openalex.org/C22149727","wikidata":"https://www.wikidata.org/wiki/Q7940747","display_name":"Voltage graph","level":4,"score":0.21425938606262207},{"id":"https://openalex.org/C203776342","wikidata":"https://www.wikidata.org/wiki/Q1378376","display_name":"Line graph","level":3,"score":0.2092374861240387},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.20478790998458862},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3627673.3679541","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2501.17374","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.17374","pdf_url":"https://arxiv.org/pdf/2501.17374","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2501.17374","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2501.17374","pdf_url":"https://arxiv.org/pdf/2501.17374","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403582733.pdf","grobid_xml":"https://content.openalex.org/works/W4403582733.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2102907934","https://openalex.org/W2123583562","https://openalex.org/W2153579005","https://openalex.org/W2272453175","https://openalex.org/W2618798060","https://openalex.org/W2900569176","https://openalex.org/W2945266622","https://openalex.org/W2946857231","https://openalex.org/W2982490267","https://openalex.org/W2997686727","https://openalex.org/W3037826211","https://openalex.org/W3093053585","https://openalex.org/W3093849689","https://openalex.org/W3130828726","https://openalex.org/W3154679372","https://openalex.org/W3155329622","https://openalex.org/W3167595471","https://openalex.org/W4205175531","https://openalex.org/W4226044115","https://openalex.org/W4285606778","https://openalex.org/W4288088482","https://openalex.org/W4292423649","https://openalex.org/W4294170691","https://openalex.org/W4294371460","https://openalex.org/W4367047265","https://openalex.org/W4367147048","https://openalex.org/W4385863304","https://openalex.org/W6751693566","https://openalex.org/W6766952790","https://openalex.org/W6767121309","https://openalex.org/W6784944647"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W3006199032","https://openalex.org/W1963826946","https://openalex.org/W2087421209","https://openalex.org/W2547948671","https://openalex.org/W4281783318","https://openalex.org/W2037549926","https://openalex.org/W2023853334","https://openalex.org/W2001010891","https://openalex.org/W3132395223"],"abstract_inverted_index":{"High-dimensional":[0],"multiplex":[1,56,111,149,156],"graphs":[2,157],"are":[3],"characterized":[4],"by":[5],"their":[6,76],"high":[7],"number":[8,90],"of":[9,16,54,91,147],"complementary":[10],"and":[11,120,142,164,172],"divergent":[12],"dimensions.":[13],"The":[14,125],"existence":[15],"multiple":[17],"hierarchical":[18,117,163],"latent":[19,145],"relations":[20],"between":[21,162],"the":[22,33,40,47,52,66,89,99,148,160],"graph":[23,57,92,112],"dimensions":[24,93,146],"poses":[25],"significant":[26],"challenges":[27],"to":[28,98],"embedding":[29,58,113,119],"methods.":[30],"In":[31],"particular,":[32],"geometric":[34,61,170],"distortions":[35,97,171],"that":[36,65,87,115,133,159],"might":[37],"occur":[38],"in":[39,46],"representational":[41],"space":[42],"have":[43],"been":[44],"overlooked":[45],"literature.":[48],"This":[49],"work":[50],"studies":[51],"problem":[53],"high-dimensional":[55,155],"from":[59],"a":[60,109],"perspective.":[62],"We":[63],"find":[64],"node":[67,131],"representations":[68,132],"reside":[69,134],"on":[70,135,153,179],"highly":[71,100],"curved":[72,101],"manifolds,":[73],"thus":[74],"rendering":[75],"exploitation":[77],"more":[78,143],"challenging":[79],"for":[80],"downstream":[81,180],"tasks.":[82,181],"Moreover,":[83],"our":[84],"study":[85],"reveals":[86],"increasing":[88],"can":[94],"cause":[95],"further":[96],"manifolds.":[102],"To":[103],"address":[104],"this":[105],"problem,":[106],"we":[107],"propose":[108],"novel":[110],"method":[114],"harnesses":[116],"dimension":[118],"Hyperbolic":[121],"Graph":[122],"Neural":[123],"Networks.":[124],"proposed":[126],"approach":[127],"hierarchically":[128],"extracts":[129],"hyperbolic":[130,165],"Riemannian":[136],"manifolds":[137],"while":[138],"gradually":[139],"learning":[140],"fewer":[141,169],"expressive":[144],"graph.":[150],"Experimental":[151],"results":[152],"real-world":[154],"show":[158],"synergy":[161],"embeddings":[166],"incurs":[167],"much":[168],"brings":[173],"notable":[174],"improvements":[175],"over":[176],"state-of-the-art":[177],"approaches":[178]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}