{"id":"https://openalex.org/W4387847130","doi":"https://doi.org/10.1145/3583780.3615292","title":"Leveraging Graph Neural Networks for User Profiling: Recent Advances and Open Challenges","display_name":"Leveraging Graph Neural Networks for User Profiling: Recent Advances and Open Challenges","publication_year":2023,"publication_date":"2023-10-21","ids":{"openalex":"https://openalex.org/W4387847130","doi":"https://doi.org/10.1145/3583780.3615292"},"language":"en","primary_location":{"id":"doi:10.1145/3583780.3615292","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3615292","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3583780.3615292","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035879496","display_name":"Erasmo Purificato","orcid":"https://orcid.org/0000-0002-5506-3020"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Erasmo Purificato","raw_affiliation_strings":["Otto von Guericke University Magdeburg & Georg Eckert Institute, Magdeburg & Brunswick, Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University Magdeburg & Georg Eckert Institute, Magdeburg & Brunswick, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008065624","display_name":"Ludovico Boratto","orcid":"https://orcid.org/0000-0002-6053-3015"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ludovico Boratto","raw_affiliation_strings":["University of Cagliari, Cagliari, Italy"],"affiliations":[{"raw_affiliation_string":"University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048751530","display_name":"Ernesto William De Luca","orcid":"https://orcid.org/0000-0003-3621-4118"},"institutions":[{"id":"https://openalex.org/I4210107033","display_name":"Leibniz Institute for Educational Media | Georg Eckert Institute","ror":"https://ror.org/01hnv8x68","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210107033"]},{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ernesto William De Luca","raw_affiliation_strings":["Otto von Guericke University Magdeburg & Georg Eckert Institute, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University Magdeburg & Georg Eckert Institute, Magdeburg, Germany","institution_ids":["https://openalex.org/I4210107033","https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5035879496"],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":null,"apc_paid":null,"fwci":1.3986,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.85222918,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"5216","last_page":"5219"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9957000017166138,"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/profiling","display_name":"Profiling (computer programming)","score":0.9083570241928101},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8310888409614563},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5977466106414795},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32685303688049316},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32093146443367004}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.9083570241928101},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8310888409614563},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5977466106414795},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32685303688049316},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32093146443367004},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3583780.3615292","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3615292","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unica.it:11584/390349","is_oa":false,"landing_page_url":"https://hdl.handle.net/11584/390349","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"doi:10.1145/3583780.3615292","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3615292","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2153465672","https://openalex.org/W2807021761","https://openalex.org/W2906877346","https://openalex.org/W2913615284","https://openalex.org/W2947612811","https://openalex.org/W2949615648","https://openalex.org/W2950723285","https://openalex.org/W2962946486","https://openalex.org/W2964965220","https://openalex.org/W2965857891","https://openalex.org/W2966133050","https://openalex.org/W2976552083","https://openalex.org/W2997014384","https://openalex.org/W3000716014","https://openalex.org/W3011667710","https://openalex.org/W3033496024","https://openalex.org/W3045200674","https://openalex.org/W3084640753","https://openalex.org/W3100848837","https://openalex.org/W3116637551","https://openalex.org/W3117178429","https://openalex.org/W3154672276","https://openalex.org/W3196133739","https://openalex.org/W3207929648","https://openalex.org/W3208387887","https://openalex.org/W3215160418","https://openalex.org/W4282835773","https://openalex.org/W4288280762","https://openalex.org/W4306316860","https://openalex.org/W4384644429"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"The":[0,109],"proposed":[1],"tutorial":[2],"aims":[3],"to":[4],"familiarise":[5],"the":[6,25,54,75,84,114,133,143],"CIKM":[7],"community":[8],"with":[9],"modern":[10],"user":[11,29,51,81,100,129],"profiling":[12,30,101],"techniques":[13],"that":[14],"utilise":[15],"Graph":[16],"Neural":[17],"Networks":[18],"(GNNs).":[19],"Initially,":[20],"we":[21,135],"will":[22,41,71,88,111,136],"delve":[23],"into":[24,92],"foundational":[26],"principles":[27],"of":[28,37,78,116,128],"and":[31,64,69,94,105,126,139,145],"GNNs,":[32],"accompanied":[33],"by":[34],"an":[35],"overview":[36],"relevant":[38],"literature.":[39],"We":[40],"subsequently":[42],"systematically":[43],"examine":[44],"cutting-edge":[45],"GNN":[46,97],"architectures":[47],"specifically":[48],"developed":[49],"for":[50,99],"profiling,":[52],"highlighting":[53],"typical":[55],"data":[56],"utilised":[57],"in":[58,80,142],"this":[59],"context.":[60],"Furthermore,":[61],"ethical":[62],"considerations":[63],"beyond-accuracy":[65],"perspectives,":[66],"e.g.":[67],"fairness":[68],"explainability,":[70],"be":[72],"discussed":[73],"regarding":[74],"potential":[76],"applications":[77],"GNNs":[79],"profiling.":[82],"During":[83],"hands-on":[85],"session,":[86],"participants":[87],"gain":[89],"practical":[90],"insights":[91],"constructing":[93],"training":[95],"recent":[96],"models":[98,118],"using":[102],"open-source":[103],"tools":[104],"publicly":[106],"available":[107],"datasets.":[108],"audience":[110],"actively":[112],"explore":[113],"impact":[115],"these":[117],"through":[119],"case":[120],"studies":[121],"focused":[122],"on":[123],"bias":[124],"analysis":[125],"explanations":[127],"profiles.":[130],"To":[131],"conclude":[132],"tutorial,":[134],"analyse":[137],"existing":[138],"emerging":[140],"challenges":[141],"field":[144],"discuss":[146],"future":[147],"research":[148],"directions.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2023-10-22T00:00:00"}