{"id":"https://openalex.org/W4387969263","doi":"https://doi.org/10.1145/3581783.3617350","title":"Panel: Multimodal Large Foundation Models","display_name":"Panel: Multimodal Large Foundation Models","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387969263","doi":"https://doi.org/10.1145/3581783.3617350"},"language":"en","primary_location":{"id":"doi:10.1145/3581783.3617350","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3617350","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","raw_type":"proceedings-article"},"type":"article","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/A5016415049","display_name":"Mohan Kankanhalli","orcid":"https://orcid.org/0000-0002-4846-2015"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Mohan Kankanhalli","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070684680","display_name":"Marcel Worring","orcid":"https://orcid.org/0000-0003-4097-4136"},"institutions":[{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marcel Worring","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5016415049"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13769663,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"9709","last_page":"9709"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9908999800682068,"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/T10028","display_name":"Topic Modeling","score":0.9908999800682068,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9171000123023987,"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":0.7875330448150635},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5756017565727234},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5666443705558777},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5360954403877258},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5114349722862244},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4244483411312103},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.41650691628456116},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0623852014541626}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7875330448150635},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5756017565727234},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5666443705558777},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5360954403877258},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5114349722862244},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4244483411312103},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.41650691628456116},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0623852014541626},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3581783.3617350","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3617350","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2380075625","https://openalex.org/W4375867731","https://openalex.org/W4390718435","https://openalex.org/W4390549206","https://openalex.org/W2611989081","https://openalex.org/W3137171911","https://openalex.org/W4379540039","https://openalex.org/W4237784285","https://openalex.org/W4385572368","https://openalex.org/W4380075502"],"abstract_inverted_index":{"The":[0],"surprisingly":[1],"fluent":[2],"predictive":[3],"performance":[4],"of":[5,17,28,33,40,76,80,84,112,134],"LLM":[6],"(Large":[7],"Language":[8],"Models)":[9],"as":[10,12],"well":[11],"the":[13,26,60,74,81],"high-quality":[14],"photo-realistic":[15],"rendering":[16],"Diffusion":[18],"Models":[19,52,161],"has":[20],"heralded":[21],"a":[22,110],"new":[23],"beginning":[24],"in":[25,71],"area":[27],"Generative":[29],"AI.":[30],"Such":[31],"kinds":[32],"deep":[34],"learning":[35],"based":[36],"models":[37,55,87,99],"with":[38],"billions":[39],"parameters":[41],"and":[42,92,131,147,153],"pre-trained":[43,100],"on":[44,101],"massive-scale":[45],"data-sets":[46],"are":[47,95,124],"also":[48,64],"called":[49],"Large":[50,159],"Foundation":[51,160],"(LFM).":[53],"These":[54],"not":[56],"only":[57],"have":[58,65],"caught":[59],"public":[61],"imagination":[62],"but":[63],"led":[66],"to":[67,109],"an":[68],"unprecedented":[69],"surge":[70],"interest":[72],"towards":[73],"applications":[75],"these":[77],"models.":[78],"Instead":[79],"previous":[82],"approach":[83],"developing":[85,96],"AI":[86],"for":[88],"specific":[89],"tasks,":[90],"more":[91,93],"researchers":[94],"large":[97],"task-agnostic":[98],"massive":[102],"data,":[103],"which":[104],"can":[105,136,149,154],"then":[106],"be":[107,156],"adapted":[108],"variety":[111],"downstream":[113],"tasks":[114],"via":[115],"fine-tuning,":[116],"fewshot":[117],"learning,":[118],"or":[119],"zero-shot":[120],"learning.":[121],"Some":[122,133],"examples":[123],"ChatGPT,":[125,140],"LLaMA,":[126],"GPT-4,":[127],"Flamingo,":[128],"MidJourney,":[129],"Stable-Diffusion":[130],"DALLE.":[132],"them":[135],"handle":[137],"text":[138],"(e.g.,":[139,145],"LLaMA)":[141],"while":[142],"some":[143],"others":[144],"GPT-4":[146],"Flamingo)":[148],"utilize":[150],"multimodal":[151],"data":[152],"hence":[155],"considered":[157],"Multimodal":[158],"(MLFM).":[162]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}