{"id":"https://openalex.org/W4401513697","doi":"https://doi.org/10.1145/3686806","title":"Neural-Symbolic Methods for Knowledge Graph Reasoning: A Survey","display_name":"Neural-Symbolic Methods for Knowledge Graph Reasoning: A Survey","publication_year":2024,"publication_date":"2024-08-12","ids":{"openalex":"https://openalex.org/W4401513697","doi":"https://doi.org/10.1145/3686806"},"language":"en","primary_location":{"id":"doi:10.1145/3686806","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686806","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686806","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3686806","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053337874","display_name":"Kewei Cheng","orcid":"https://orcid.org/0000-0002-2139-3451"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kewei Cheng","raw_affiliation_strings":["Amazon, Palo Alto, CA, USA","University of California, Los Angeles, California"],"raw_orcid":"https://orcid.org/0000-0002-2139-3451","affiliations":[{"raw_affiliation_string":"Amazon, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1311688040"]},{"raw_affiliation_string":"University of California, Los Angeles, California","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059294839","display_name":"Nesreen K. Ahmed","orcid":"https://orcid.org/0000-0002-7913-4962"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nesreen K. Ahmed","raw_affiliation_strings":["Intel Labs, Santa Clara, CA, USA","Intel Labs, Santa Clara, California"],"raw_orcid":"https://orcid.org/0000-0002-7913-4962","affiliations":[{"raw_affiliation_string":"Intel Labs, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1343180700"]},{"raw_affiliation_string":"Intel Labs, Santa Clara, California","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009957887","display_name":"Ryan A. Rossi","orcid":"https://orcid.org/0000-0001-9758-0635"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan A. Rossi","raw_affiliation_strings":["Adobe Research, San Jose, CA, USA","Adobe Research, San Jose, California"],"raw_orcid":"https://orcid.org/0000-0001-9758-0635","affiliations":[{"raw_affiliation_string":"Adobe Research, San Jose, CA, USA","institution_ids":["https://openalex.org/I1306409833"]},{"raw_affiliation_string":"Adobe Research, San Jose, California","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038113815","display_name":"Theodore L. Willke","orcid":"https://orcid.org/0000-0001-9825-513X"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Theodore Willke","raw_affiliation_strings":["Intel Labs, Hillsboro, OR, USA"],"raw_orcid":"https://orcid.org/0000-0001-9825-513X","affiliations":[{"raw_affiliation_string":"Intel Labs, Hillsboro, OR, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025213473","display_name":"Yizhou Sun","orcid":"https://orcid.org/0000-0003-1812-6843"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yizhou Sun","raw_affiliation_strings":["University of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-1812-6843","affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.8458,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.97312304,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":"9","first_page":"1","last_page":"44"},"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":0.9990000128746033,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9941999912261963,"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/computer-science","display_name":"Computer science","score":0.7071807980537415},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5839797258377075},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5711812973022461},{"id":"https://openalex.org/keywords/the-symbolic","display_name":"The Symbolic","score":0.49294281005859375},{"id":"https://openalex.org/keywords/qualitative-reasoning","display_name":"Qualitative reasoning","score":0.4481557309627533},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.44480520486831665},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33465826511383057},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11712443828582764},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08945199847221375}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7071807980537415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5839797258377075},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5711812973022461},{"id":"https://openalex.org/C2776095079","wikidata":"https://www.wikidata.org/wiki/Q489538","display_name":"The Symbolic","level":2,"score":0.49294281005859375},{"id":"https://openalex.org/C83725634","wikidata":"https://www.wikidata.org/wiki/Q7268699","display_name":"Qualitative reasoning","level":2,"score":0.4481557309627533},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.44480520486831665},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33465826511383057},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11712443828582764},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08945199847221375},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3686806","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686806","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686806","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3686806","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686806","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686806","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401513697.pdf"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W68132019","https://openalex.org/W114118985","https://openalex.org/W157358782","https://openalex.org/W175897666","https://openalex.org/W1494192115","https://openalex.org/W1536929369","https://openalex.org/W1554540371","https://openalex.org/W1565236324","https://openalex.org/W1821580039","https://openalex.org/W1977970897","https://openalex.org/W1978461101","https://openalex.org/W2016753842","https://openalex.org/W2057361103","https://openalex.org/W2084792706","https://openalex.org/W2101848544","https://openalex.org/W2107306718","https://openalex.org/W2110182592","https://openalex.org/W2113243831","https://openalex.org/W2119831128","https://openalex.org/W2122410182","https://openalex.org/W2131774270","https://openalex.org/W2151502664","https://openalex.org/W2156708389","https://openalex.org/W2187164964","https://openalex.org/W2250342289","https://openalex.org/W2296268288","https://openalex.org/W2398137523","https://openalex.org/W2563063592","https://openalex.org/W2567948266","https://openalex.org/W2604314403","https://openalex.org/W2728059831","https://openalex.org/W2736057823","https://openalex.org/W2759136286","https://openalex.org/W2760625741","https://openalex.org/W2911495555","https://openalex.org/W2911787226","https://openalex.org/W2912083425","https://openalex.org/W2912500072","https://openalex.org/W2913954081","https://openalex.org/W2914304175","https://openalex.org/W2914592219","https://openalex.org/W2946476638","https://openalex.org/W2949972983","https://openalex.org/W2950393809","https://openalex.org/W2962886429","https://openalex.org/W2962924847","https://openalex.org/W2963149704","https://openalex.org/W2963290083","https://openalex.org/W2963359213","https://openalex.org/W2963572185","https://openalex.org/W2996903369","https://openalex.org/W2997837621","https://openalex.org/W3003265726","https://openalex.org/W3010336026","https://openalex.org/W3021393704","https://openalex.org/W3021815340","https://openalex.org/W3103296573","https://openalex.org/W3157651462","https://openalex.org/W3169799753","https://openalex.org/W4226138157","https://openalex.org/W4238983152","https://openalex.org/W4283819090","https://openalex.org/W4285029539","https://openalex.org/W4287832310","https://openalex.org/W4290875596","https://openalex.org/W4382239895","https://openalex.org/W4384659456","https://openalex.org/W4385571579","https://openalex.org/W4386390772","https://openalex.org/W4386768612","https://openalex.org/W4387968686","https://openalex.org/W4388144110","https://openalex.org/W4389518745","https://openalex.org/W4389520494","https://openalex.org/W4389561397","https://openalex.org/W4392846083","https://openalex.org/W4394744251","https://openalex.org/W4404783272","https://openalex.org/W7132842888"],"related_works":["https://openalex.org/W2362230636","https://openalex.org/W4211252987","https://openalex.org/W2359146252","https://openalex.org/W2067683079","https://openalex.org/W1968619158","https://openalex.org/W41527172","https://openalex.org/W2391251536","https://openalex.org/W2961085424","https://openalex.org/W2029415078","https://openalex.org/W2362198218"],"abstract_inverted_index":{"Neural":[0],"symbolic":[1,16,42,54,87,99,151],"knowledge":[2],"graph":[3],"(KG)":[4],"reasoning":[5,17,64,100],"offers":[6],"a":[7,29,121,143],"promising":[8],"approach":[9],"that":[10],"combines":[11],"the":[12,19,38,48,93,110,147],"expressive":[13],"power":[14],"of":[15,32,40,51,60,84,95,114,117,146],"with":[18,142],"learning":[20],"capabilities":[21],"inherent":[22],"in":[23,37,149,157],"neural":[24,41,90,96,150],"networks.":[25],"This":[26],"survey":[27,46,135],"provides":[28],"comprehensive":[30,122,144],"overview":[31],"advancements,":[33],"techniques,":[34],"and":[35,53,71,92,98,108,112,129,140],"challenges":[36],"field":[39],"KG":[43,63,66,152],"reasoning.":[44],"The":[45],"introduces":[47],"fundamental":[49],"concepts":[50],"KGs":[52],"logic,":[55],"followed":[56],"by":[57],"an":[58],"exploration":[59],"three":[61,81],"significant":[62],"tasks:":[65],"completion,":[67],"complex":[68],"query":[69],"answering,":[70],"logical":[72],"rule":[73],"learning.":[74],"For":[75],"each":[76,115],"task,":[77],"we":[78],"thoroughly":[79],"discuss":[80],"distinct":[82],"categories":[83],"methods:":[85],"pure":[86,89],"methods,":[88],"approaches,":[91],"integration":[94],"networks":[97],"methods":[101,118],"known":[102],"as":[103],"neural-symbolic.":[104],"We":[105],"carefully":[106],"analyze":[107],"compare":[109],"strengths":[111],"limitations":[113],"category":[116],"to":[119,137],"provide":[120],"understanding.":[123],"By":[124],"synthesizing":[125],"recent":[126],"research":[127,132],"contributions":[128],"identifying":[130],"open":[131],"directions,":[133],"this":[134,158],"aims":[136],"equip":[138],"researchers":[139],"practitioners":[141],"understanding":[145],"state-of-the-art":[148],"reasoning,":[153],"fostering":[154],"future":[155],"advancements":[156],"interdisciplinary":[159],"domain.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":16}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
