{"id":"https://openalex.org/W4408355028","doi":"https://doi.org/10.1109/icassp49660.2025.10888926","title":"DBCR: Exploiting Both Intra-cluster and Extra-cluster Relations for Compositional Reasoning","display_name":"DBCR: Exploiting Both Intra-cluster and Extra-cluster Relations for Compositional Reasoning","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408355028","doi":"https://doi.org/10.1109/icassp49660.2025.10888926"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10888926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5078374082","display_name":"Chengtai Li","orcid":"https://orcid.org/0000-0003-0559-7507"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengtai Li","raw_affiliation_strings":["University of Nottingham Ningbo,School of Computer Science,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nottingham Ningbo,School of Computer Science,China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046798136","display_name":"Guosheng Su","orcid":"https://orcid.org/0000-0001-8743-7501"},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guosheng Su","raw_affiliation_strings":["University of Nottingham Ningbo,School of Computer Science,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nottingham Ningbo,School of Computer Science,China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102497048","display_name":"Jianfeng Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Ren","raw_affiliation_strings":["University of Nottingham Ningbo,School of Computer Science,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nottingham Ningbo,School of Computer Science,China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089877077","display_name":"Ruibin Bai","orcid":null},"institutions":[{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruibin Bai","raw_affiliation_strings":["University of Nottingham Ningbo,School of Computer Science,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nottingham Ningbo,School of Computer Science,China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057905491","display_name":"Yitian Zhao","orcid":"https://orcid.org/0000-0003-4357-4592"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165339","display_name":"Ningbo Institute of Industrial Technology","ror":"https://ror.org/05nqg3g04","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165339"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yitian Zhao","raw_affiliation_strings":["Ningbo Institute of Industrial Technology,Chinese Academy of Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ningbo Institute of Industrial Technology,Chinese Academy of Sciences","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210165339"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085533260","display_name":"Xudong Jiang","orcid":"https://orcid.org/0000-0002-9104-2315"},"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":"Xudong Jiang","raw_affiliation_strings":["Nanyang Technological University,School of Electrical &#x0026; Electronic Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Electrical &#x0026; Electronic Engineering","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9894000291824341,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9894000291824341,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.977400004863739,"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":0.9646000266075134,"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/cluster","display_name":"Cluster (spacecraft)","score":0.7469946146011353},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7224097847938538},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17941468954086304}],"concepts":[{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.7469946146011353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7224097847938538},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17941468954086304}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10888926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324778","display_name":"Ningbo Municipal Bureau of Science and Technology","ror":"https://ror.org/00gskyj95"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1994344215","https://openalex.org/W2067737176","https://openalex.org/W2107647130","https://openalex.org/W2194775991","https://openalex.org/W2561715562","https://openalex.org/W2963690694","https://openalex.org/W2977548365","https://openalex.org/W3021483918","https://openalex.org/W3094502228","https://openalex.org/W3145450063","https://openalex.org/W3194036410","https://openalex.org/W4308784724","https://openalex.org/W4382464482","https://openalex.org/W4383619072","https://openalex.org/W4385245566","https://openalex.org/W4386065691","https://openalex.org/W4393160104","https://openalex.org/W4401023984","https://openalex.org/W4403791457","https://openalex.org/W4404171653","https://openalex.org/W4406803367","https://openalex.org/W4409346642","https://openalex.org/W6752056529","https://openalex.org/W6758488800","https://openalex.org/W6769679262","https://openalex.org/W6780962001","https://openalex.org/W6784092202","https://openalex.org/W6839026099","https://openalex.org/W6850015000","https://openalex.org/W6858399669"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Most":[0],"existing":[1],"models":[2],"for":[3],"abstract":[4],"visual":[5,11],"reasoning":[6,12],"perform":[7],"poorly":[8],"in":[9,23,113,122],"compositional":[10,19],"(CVR),":[13],"due":[14],"to":[15,76,97],"complex":[16],"nature":[17],"of":[18,52,68,91,129],"rules":[20],"and":[21,30,55,61,87,104,117],"difficulties":[22],"distinguishing":[24],"tiny":[25],"rule":[26],"differences":[27,100,121],"between":[28,58,101],"outliers":[29,105],"normal":[31,53,59,81,102,130],"images.":[32,131],"To":[33],"tackle":[34],"the":[35,50,88,110,119,126,140],"challenges,":[36],"we":[37,64],"propose":[38],"a":[39],"Dual-Branch":[40],"Compositional":[41],"Reasoning":[42,71,94],"(DBCR)":[43],"model,":[44],"exploiting":[45],"both":[46],"intra-cluster":[47],"relations":[48,57,79],"among":[49,80],"cluster":[51,128],"images":[54,60,82,103],"extra-cluster":[56,99,120],"outliers.":[62],"Specifically,":[63],"design":[65],"one":[66],"branch":[67,90],"Intra-Cluster":[69],"Regression":[70],"Blocks":[72,95],"(ICR<sup":[73],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[74,115],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>Bs)":[75],"encapsulate":[77],"common":[78],"through":[83,106],"hierarchical":[84],"regressing":[85],"reasoning,":[86],"other":[89],"Contrastive":[92],"Attention":[93],"(CARBs)":[96],"exploit":[98],"self-attention.":[107],"Simultaneously":[108],"minimizing":[109],"regression":[111],"errors":[112],"ICR<sup":[114],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>Bs":[116],"maximizing":[118],"CARBs":[123],"help":[124],"identify":[125],"correct":[127],"Experimental":[132],"results":[133],"on":[134],"two":[135],"CVR":[136],"datasets":[137],"show":[138],"that":[139],"proposed":[141],"DBCR":[142],"consistently":[143],"outperforms":[144],"state-of-the-art":[145],"models.":[146],"The":[147],"code":[148],"is":[149],"available":[150],"at":[151],"https://github.com/He1mont/DBCR.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}