{"id":"https://openalex.org/W7160430932","doi":"https://doi.org/10.48550/arxiv.2605.04045","title":"Audio-Visual Intelligence in Large Foundation Models","display_name":"Audio-Visual Intelligence in Large Foundation Models","publication_year":2026,"publication_date":"2026-05-05","ids":{"openalex":"https://openalex.org/W7160430932","doi":"https://doi.org/10.48550/arxiv.2605.04045"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.04045","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04045","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.04045","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135512138","display_name":"You Qin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qin, You","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135481591","display_name":"kai liu","orcid":"https://orcid.org/0000-0001-7034-7235"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Kai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135514356","display_name":"Shengqiong Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Shengqiong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135529296","display_name":"Kai Wang","orcid":"https://orcid.org/0000-0001-9052-1691"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Kai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135459283","display_name":"Shijian Deng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Deng, Shijian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135423132","display_name":"Yapeng Tian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tian, Yapeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135504041","display_name":"Junbin Xiao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiao, Junbin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135478374","display_name":"Yazhou Xing","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xing, Yazhou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135423810","display_name":"Yinghao Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Yinghao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135522149","display_name":"Bobo Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Bobo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135451602","display_name":"Roger Zimmermann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zimmermann, Roger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135481477","display_name":"Lei Cui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cui, Lei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135498280","display_name":"Furu Wei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei, Furu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135479673","display_name":"Jiebo Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Jiebo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135468465","display_name":"Hao Fei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fei, Hao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.34549999237060547,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.34549999237060547,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11309","display_name":"Music and Audio Processing","score":0.2273000031709671,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.12250000238418579,"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/modalities","display_name":"Modalities","score":0.5134999752044678},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.43540000915527344},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43070000410079956},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.4244999885559082},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.40700000524520874},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.40560001134872437},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.3495999872684479}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5910000205039978},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5134999752044678},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4968000054359436},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.43540000915527344},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43070000410079956},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.4244999885559082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41119998693466187},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.40700000524520874},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.40560001134872437},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.3409999907016754},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.31790000200271606},{"id":"https://openalex.org/C2778571376","wikidata":"https://www.wikidata.org/wiki/Q1355821","display_name":"Frontier","level":2,"score":0.31220000982284546},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2971999943256378},{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.29179999232292175},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.2906000018119812},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2791999876499176}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.04045","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04045","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.04045","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04045","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Audio-Visual":[0],"Intelligence":[1],"(AVI)":[2],"has":[3,44],"emerged":[4],"as":[5,68,228],"a":[6,133,196,220,229],"central":[7],"frontier":[8],"in":[9,26,206],"artificial":[10],"intelligence,":[11],"bridging":[12],"auditory":[13],"and":[14,24,42,58,71,78,104,112,158,176,183,192,202,211],"visual":[15],"modalities":[16],"to":[17,151,226],"enable":[18],"machines":[19],"that":[20,85,108],"can":[21],"perceive,":[22],"generate,":[23],"interact":[25],"the":[27,32,75,95,118,125,137],"multimodal":[28,89],"real":[29],"world.":[30],"In":[31],"era":[33],"of":[34,40,122,127,140],"large":[35,128],"foundation":[36,129],"models,":[37],"joint":[38],"modeling":[39],"audio":[41],"vision":[43],"become":[45],"increasingly":[46],"crucial,":[47],"i.e.,":[48],"not":[49],"only":[50],"for":[51,55,232],"understanding":[52,145],"but":[53],"also":[54],"controllable":[56],"generation":[57,152],"reasoning":[59],"across":[60,199],"dynamic,":[61],"temporally":[62],"grounded":[63],"signals.":[64],"Recent":[65],"advances,":[66],"such":[67],"Meta":[69],"MovieGen":[70],"Google":[72],"Veo-3,":[73],"highlight":[74],"growing":[76],"industrial":[77],"academic":[79],"focus":[80],"on":[81,235],"unified":[82,134],"audio-vision":[83],"architectures":[84],"learn":[86],"from":[87,144],"massive":[88],"data.":[90],"However,":[91],"despite":[92],"rapid":[93],"progress,":[94],"literature":[96],"remains":[97],"fragmented,":[98],"spanning":[99],"diverse":[100],"tasks,":[101,142],"inconsistent":[102],"taxonomies,":[103],"heterogeneous":[105],"evaluation":[106,193],"practices":[107],"impede":[109],"systematic":[110],"comparison":[111,198],"knowledge":[113],"integration.":[114],"This":[115],"survey":[116,224],"provides":[117],"first":[119],"comprehensive":[120],"review":[121],"AVI":[123,141],"through":[124],"lens":[126],"models.":[130],"We":[131,166],"establish":[132],"taxonomy":[135],"covering":[136],"broad":[138],"landscape":[139],"ranging":[143],"(e.g.,":[146,153,160],"speech":[147],"recognition,":[148],"sound":[149],"localization)":[150],"audio-driven":[154],"video":[155],"synthesis,":[156],"video-to-audio)":[157],"interaction":[159],"dialogue,":[161],"embodied,":[162],"or":[163],"agentic":[164],"interfaces).":[165],"synthesize":[167],"methodological":[168],"foundations,":[169],"including":[170],"modality":[171],"tokenization,":[172],"cross-modal":[173],"fusion,":[174],"autoregressive":[175],"diffusion-based":[177],"generation,":[178],"large-scale":[179,236],"pretraining,":[180],"instruction":[181],"alignment,":[182],"preference":[184],"optimization.":[185],"Furthermore,":[186],"we":[187],"curate":[188],"representative":[189],"datasets,":[190],"benchmarks,":[191],"metrics,":[194],"offering":[195],"structured":[197],"task":[200],"families":[201],"identifying":[203],"open":[204],"challenges":[205],"synchronization,":[207],"spatial":[208],"reasoning,":[209],"controllability,":[210],"safety.":[212],"By":[213],"consolidating":[214],"this":[215,223],"rapidly":[216],"expanding":[217],"field":[218],"into":[219],"coherent":[221],"framework,":[222],"aims":[225],"serve":[227],"foundational":[230],"reference":[231],"future":[233],"research":[234],"AVI.":[237]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-07T00:00:00"}
