{"id":"https://openalex.org/W4386729533","doi":"https://doi.org/10.1145/3604915.3608875","title":"Explainable Graph Neural Network Recommenders; Challenges and Opportunities","display_name":"Explainable Graph Neural Network Recommenders; Challenges and Opportunities","publication_year":2023,"publication_date":"2023-09-14","ids":{"openalex":"https://openalex.org/W4386729533","doi":"https://doi.org/10.1145/3604915.3608875"},"language":"en","primary_location":{"id":"doi:10.1145/3604915.3608875","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3604915.3608875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM Conference on Recommender Systems","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/A5086678250","display_name":"Amir Reza Mohammadi","orcid":"https://orcid.org/0000-0003-3934-6941"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Amir Reza Mohammadi","raw_affiliation_strings":["University of Innsbruck, Austria"],"raw_orcid":"https://orcid.org/0000-0003-3934-6941","affiliations":[{"raw_affiliation_string":"University of Innsbruck, Austria","institution_ids":["https://openalex.org/I190249584"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5086678250"],"corresponding_institution_ids":["https://openalex.org/I190249584"],"apc_list":null,"apc_paid":null,"fwci":0.3408,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65918916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1318","last_page":"1324"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9995999932289124,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9976000189781189,"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/interpretability","display_name":"Interpretability","score":0.9530587196350098},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7526330947875977},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6862263083457947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5907554626464844},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5068710446357727},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.49564993381500244},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48077791929244995},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4115593433380127},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40231096744537354},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1065782904624939}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9530587196350098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7526330947875977},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6862263083457947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5907554626464844},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5068710446357727},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.49564993381500244},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48077791929244995},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4115593433380127},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40231096744537354},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1065782904624939},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3604915.3608875","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3604915.3608875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM Conference on Recommender Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.800000011920929,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2282821441","https://openalex.org/W2560674852","https://openalex.org/W2747329762","https://openalex.org/W2803831897","https://openalex.org/W2807021761","https://openalex.org/W2809376420","https://openalex.org/W2945827670","https://openalex.org/W2962843949","https://openalex.org/W2962858109","https://openalex.org/W2964583308","https://openalex.org/W2964971928","https://openalex.org/W2983721890","https://openalex.org/W2991380435","https://openalex.org/W2997404190","https://openalex.org/W3012846134","https://openalex.org/W3013520104","https://openalex.org/W3033892090","https://openalex.org/W3045200674","https://openalex.org/W3081203761","https://openalex.org/W3098276446","https://openalex.org/W3098307636","https://openalex.org/W3100278010","https://openalex.org/W3100848837","https://openalex.org/W3105503635","https://openalex.org/W3124962940","https://openalex.org/W3164709122","https://openalex.org/W3169325548","https://openalex.org/W3203241679","https://openalex.org/W3208743394","https://openalex.org/W4246479655","https://openalex.org/W4281481572","https://openalex.org/W4296413061","https://openalex.org/W4310381212","https://openalex.org/W4312536478","https://openalex.org/W4312645761","https://openalex.org/W4312792191","https://openalex.org/W4321485252"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W1986582023","https://openalex.org/W2966829450"],"abstract_inverted_index":{"Graph":[0],"Neural":[1],"Networks":[2],"(GNNs)":[3],"have":[4],"demonstrated":[5],"significant":[6],"potential":[7],"in":[8,32,76],"recommendation":[9],"tasks":[10],"by":[11],"effectively":[12],"capturing":[13],"intricate":[14],"connections":[15],"among":[16],"users,":[17],"items,":[18],"and":[19],"their":[20],"associated":[21],"features.":[22],"Given":[23],"the":[24,33,42,49,70],"escalating":[25],"demand":[26],"for":[27,37,73],"interpretability,":[28],"current":[29],"research":[30,63],"endeavors":[31],"domain":[34],"of":[35,44],"GNNs":[36],"Recommender":[38],"Systems":[39],"(RecSys)":[40],"necessitate":[41],"development":[43],"explainer":[45],"methodologies":[46],"to":[47,60,67],"elucidate":[48],"decision-making":[50],"process":[51],"underlying":[52],"GNN-based":[53,77],"recommendations.":[54],"In":[55],"this":[56],"work,":[57],"we":[58],"aim":[59],"present":[61],"our":[62],"focused":[64],"on":[65],"techniques":[66],"extend":[68],"beyond":[69],"existing":[71],"approaches":[72],"addressing":[74],"interpretability":[75],"RecSys.":[78]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
