{"id":"https://openalex.org/W4386275731","doi":"https://doi.org/10.1109/tmm.2023.3310277","title":"Neural Logic Vision Language Explainer","display_name":"Neural Logic Vision Language Explainer","publication_year":2023,"publication_date":"2023-08-30","ids":{"openalex":"https://openalex.org/W4386275731","doi":"https://doi.org/10.1109/tmm.2023.3310277"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2023.3310277","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3310277","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dr.ntu.edu.sg/bitstream/10356/172228/2/tmm_logic.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047646096","display_name":"Xiaofeng Yang","orcid":"https://orcid.org/0000-0003-1882-9733"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Xiaofeng Yang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1882-9733","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042271198","display_name":"Fayao Liu","orcid":"https://orcid.org/0000-0001-6649-7660"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Fayao Liu","raw_affiliation_strings":["Agency for Science, Technology and Research (A* STAR), Singapore"],"raw_orcid":"https://orcid.org/0000-0001-6649-7660","affiliations":[{"raw_affiliation_string":"Agency for Science, Technology and Research (A* STAR), Singapore","institution_ids":["https://openalex.org/I115228651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029912845","display_name":"Guosheng Lin","orcid":"https://orcid.org/0000-0002-0329-7458"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Guosheng Lin","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0329-7458","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5047646096"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.2355,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.51884576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"26","issue":null,"first_page":"3331","last_page":"3340"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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":0.995199978351593,"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":0.8021801710128784},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6492804884910583},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.5134390592575073},{"id":"https://openalex.org/keywords/language-understanding","display_name":"Language understanding","score":0.4737984538078308},{"id":"https://openalex.org/keywords/automated-reasoning","display_name":"Automated reasoning","score":0.4315851330757141},{"id":"https://openalex.org/keywords/object-language","display_name":"Object language","score":0.42693281173706055},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.42015066742897034},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3851515054702759}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8021801710128784},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6492804884910583},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.5134390592575073},{"id":"https://openalex.org/C2983448237","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Language understanding","level":2,"score":0.4737984538078308},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.4315851330757141},{"id":"https://openalex.org/C185954173","wikidata":"https://www.wikidata.org/wiki/Q4347052","display_name":"Object language","level":3,"score":0.42693281173706055},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42015066742897034},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3851515054702759}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmm.2023.3310277","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2023.3310277","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/172228","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/172228","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/172228/2/tmm_logic.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:dr.ntu.edu.sg:10356/172228","is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/172228","pdf_url":"https://dr.ntu.edu.sg/bitstream/10356/172228/2/tmm_logic.pdf","source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"},"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G3220463999","display_name":null,"funder_award_id":"AISG-RP-2018-003","funder_id":"https://openalex.org/F4320320709","funder_display_name":"National Research Foundation Singapore"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386275731.pdf"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1515891729","https://openalex.org/W1977970897","https://openalex.org/W1987902506","https://openalex.org/W1996796871","https://openalex.org/W2118022153","https://openalex.org/W2119831128","https://openalex.org/W2295107390","https://openalex.org/W2516809705","https://openalex.org/W2560730294","https://openalex.org/W2561715562","https://openalex.org/W2745461083","https://openalex.org/W2753311918","https://openalex.org/W2765793020","https://openalex.org/W2778172371","https://openalex.org/W2921802966","https://openalex.org/W2962716332","https://openalex.org/W2962924847","https://openalex.org/W2963380480","https://openalex.org/W2963399068","https://openalex.org/W2963518342","https://openalex.org/W2965310593","https://openalex.org/W2965848243","https://openalex.org/W2968124245","https://openalex.org/W2970231061","https://openalex.org/W2998356391","https://openalex.org/W3034727271","https://openalex.org/W3034837210","https://openalex.org/W3036453007","https://openalex.org/W3090449556","https://openalex.org/W3091588028","https://openalex.org/W3102887392","https://openalex.org/W3106784008","https://openalex.org/W3110388292","https://openalex.org/W3116286104","https://openalex.org/W3124792046","https://openalex.org/W3157574776","https://openalex.org/W3195963939","https://openalex.org/W4251376498","https://openalex.org/W4298135002","https://openalex.org/W4307783876","https://openalex.org/W4385245566","https://openalex.org/W4386072226","https://openalex.org/W6640425456","https://openalex.org/W6740570033","https://openalex.org/W6745537798","https://openalex.org/W6754929296","https://openalex.org/W6754944153","https://openalex.org/W6762963360","https://openalex.org/W6763392795","https://openalex.org/W6766904570","https://openalex.org/W6767279747","https://openalex.org/W6768554993","https://openalex.org/W6776595772","https://openalex.org/W6778747846","https://openalex.org/W6779540071","https://openalex.org/W6789753369","https://openalex.org/W6791353385","https://openalex.org/W6843355076","https://openalex.org/W6846841345"],"related_works":["https://openalex.org/W1641801284","https://openalex.org/W2592399342","https://openalex.org/W2413973858","https://openalex.org/W2131339604","https://openalex.org/W2245550411","https://openalex.org/W2143331802","https://openalex.org/W2084868445","https://openalex.org/W1999652909","https://openalex.org/W2551652406","https://openalex.org/W154771020"],"abstract_inverted_index":{"If":[0],"we":[1,47,62,128],"compare":[2],"how":[3,7],"humans":[4,11],"reason":[5,12,27,41,138],"and":[6],"deep":[8,25,39,52,73],"models":[9,26,40,53,76,136],"reason,":[10],"in":[13,28,54,77],"a":[14,18,83,103],"symbolic":[15],"manner":[16],"with":[17],"formal":[19],"language":[20,56,75,79,86,125],"called":[21],"logic,":[22],"while":[23],"most":[24],"black-box.":[29],"A":[30],"natural":[31],"question":[32],"to":[33,67,109],"ask":[34],"is":[35],"\u201cDo":[36],"the":[37,49,55,69,78,97,115,134],"trained":[38,84],"similar":[42],"as":[43],"humans?\u201d":[44],"or":[45],"\u201cCan":[46],"explain":[48,68],"reasoning":[50,70,93],"of":[51,57,72,80,133],"logic?\u201d.":[58],"In":[59],"this":[60],"work,":[61],"present":[63],"<bold":[64],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[65],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">NeurLogX</b>":[66],"process":[71],"vision":[74,85,124],"logic.":[81],"Given":[82],"model,":[87],"our":[88,119],"method":[89],"starts":[90],"by":[91],"generating":[92],"facts":[94],"through":[95],"augmenting":[96],"input":[98],"data.":[99],"We":[100,117],"then":[101],"develop":[102],"differentiable":[104],"inductive":[105],"logic":[106,112],"programming":[107],"framework":[108],"learn":[110],"interpretable":[111],"rules":[113],"from":[114],"facts.":[116],"show":[118],"results":[120],"on":[121],"various":[122],"popular":[123],"models.":[126],"Interestingly,":[127],"observe":[129],"that":[130],"almost":[131],"all":[132],"tested":[135],"can":[137],"logically.":[139]},"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"}
