{"id":"https://openalex.org/W4412378278","doi":"https://doi.org/10.1145/3726302.3730242","title":"Refining Fidelity Metrics for Explainable Recommendations","display_name":"Refining Fidelity Metrics for Explainable Recommendations","publication_year":2025,"publication_date":"2025-07-13","ids":{"openalex":"https://openalex.org/W4412378278","doi":"https://doi.org/10.1145/3726302.3730242"},"language":"en","primary_location":{"id":"doi:10.1145/3726302.3730242","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3730242","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3730242","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 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3730242","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088070752","display_name":"M. V. BAKLANOV","orcid":"https://orcid.org/0000-0001-7237-8852"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Mikhail Baklanov","raw_affiliation_strings":["Tel Aviv University, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0000-0001-7237-8852","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056694170","display_name":"Veronika Bogina","orcid":"https://orcid.org/0000-0002-8005-7618"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Veronika Bogina","raw_affiliation_strings":["Tel Aviv University, Tel-Aviv, Israel"],"raw_orcid":"https://orcid.org/0000-0002-8005-7618","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel-Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093105944","display_name":"Yehonatan Elisha","orcid":"https://orcid.org/0009-0007-2816-9472"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Yehonatan Elisha","raw_affiliation_strings":["Tel Aviv University, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0009-0007-2816-9472","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117295921","display_name":"Yahlly Schein","orcid":"https://orcid.org/0009-0000-6132-252X"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Yahlly Schein","raw_affiliation_strings":["Tel Aviv University, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0009-0000-6132-252X","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061693903","display_name":"Liron Allerhand","orcid":null},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Liron Allerhand","raw_affiliation_strings":["Tel Aviv University, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0000-0001-9015-8503","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077269072","display_name":"Oren Barkan","orcid":"https://orcid.org/0000-0002-5059-0905"},"institutions":[{"id":"https://openalex.org/I164950643","display_name":"Open University of Israel","ror":"https://ror.org/027z64205","country_code":"IL","type":"education","lineage":["https://openalex.org/I164950643"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Oren Barkan","raw_affiliation_strings":["The Open University of Israel, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0000-0002-5059-0905","affiliations":[{"raw_affiliation_string":"The Open University of Israel, Tel Aviv, Israel","institution_ids":["https://openalex.org/I164950643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083002103","display_name":"Noam Koenigstein","orcid":"https://orcid.org/0000-0001-8219-4512"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Noam Koenigstein","raw_affiliation_strings":["Tel Aviv University, Tel Aviv, Israel"],"raw_orcid":"https://orcid.org/0000-0001-8219-4512","affiliations":[{"raw_affiliation_string":"Tel Aviv University, Tel Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5088070752"],"corresponding_institution_ids":["https://openalex.org/I16391192"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24358982,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2967","last_page":"2971"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9944000244140625,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/refining","display_name":"Refining (metallurgy)","score":0.6876220107078552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6681410074234009},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.5793406963348389},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09001398086547852}],"concepts":[{"id":"https://openalex.org/C60044698","wikidata":"https://www.wikidata.org/wiki/Q1283324","display_name":"Refining (metallurgy)","level":2,"score":0.6876220107078552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6681410074234009},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.5793406963348389},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09001398086547852},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3726302.3730242","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3730242","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3730242","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 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3726302.3730242","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3726302.3730242","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3726302.3730242","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 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1238986628","display_name":null,"funder_award_id":"2243/20","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412378278.pdf","grobid_xml":"https://content.openalex.org/works/W4412378278.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1508044906","https://openalex.org/W2054141820","https://openalex.org/W2101409192","https://openalex.org/W2298442474","https://openalex.org/W2516809705","https://openalex.org/W2583898301","https://openalex.org/W2605350416","https://openalex.org/W2798331900","https://openalex.org/W2798435682","https://openalex.org/W2963085847","https://openalex.org/W2964258748","https://openalex.org/W3015536952","https://openalex.org/W3016209510","https://openalex.org/W3035009410","https://openalex.org/W3035523484","https://openalex.org/W3088043608","https://openalex.org/W3101366597","https://openalex.org/W3127879071","https://openalex.org/W3152502472","https://openalex.org/W3161391306","https://openalex.org/W3176196997","https://openalex.org/W3208147779","https://openalex.org/W3210485726","https://openalex.org/W4226280022","https://openalex.org/W4362514597","https://openalex.org/W4385459879","https://openalex.org/W4386730099","https://openalex.org/W4390872319","https://openalex.org/W4391528766","https://openalex.org/W4396758743","https://openalex.org/W4403220578","https://openalex.org/W4409657429","https://openalex.org/W4409771025"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1595345252","https://openalex.org/W2392526918","https://openalex.org/W2362540361","https://openalex.org/W2019560916","https://openalex.org/W2361983698","https://openalex.org/W2347697528","https://openalex.org/W2354123794"],"abstract_inverted_index":{"Counterfactual":[0],"evaluation":[1],"provides":[2],"a":[3,74,79],"promising":[4],"framework":[5],"for":[6],"assessing":[7],"explanation":[8,76],"fidelity":[9,72],"in":[10],"recommender":[11],"systems,":[12],"but":[13],"perturbation":[14],"metrics":[15,58],"adapted":[16],"from":[17],"computer":[18],"vision":[19],"suffer":[20],"three":[21],"key":[22],"limitations:":[23],"(1)":[24],"they":[25,32,46],"conflate":[26],"explaining":[27,65],"and":[28,44,70,82],"contradictory":[29,68],"features,":[30,66],"(2)":[31],"average":[33],"over":[34],"entire":[35],"user":[36],"histories":[37],"instead":[38],"of":[39],"prioritizing":[40],"concise,":[41],"high-impact":[42],"explanations,":[43],"(3)":[45],"use":[47],"fixed-percentage":[48],"perturbations,":[49],"leading":[50],"to":[51],"inconsistencies":[52],"across":[53],"users.We":[54],"introduce":[55],"refined":[56],"counterfactual":[57],"that":[59],"focus":[60],"on":[61],"the":[62],"most":[63],"relevant":[64],"exclude":[67],"elements,":[69],"assess":[71],"at":[73],"fixed":[75],"length,":[77],"ensuring":[78],"more":[80],"consistent":[81],"interpretable":[83],"evaluation.Our":[84],"code":[85],"is":[86],"at:":[87],"https://":[88],"github.com/DeltaLabTLV/FidelityMetrics4XRec":[89]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}