{"id":"https://openalex.org/W4417300157","doi":"https://doi.org/10.48550/arxiv.2505.11926","title":"SafeVid: Toward Safety Aligned Video Large Multimodal Models","display_name":"SafeVid: Toward Safety Aligned Video Large Multimodal Models","publication_year":2025,"publication_date":"2025-05-17","ids":{"openalex":"https://openalex.org/W4417300157","doi":"https://doi.org/10.48550/arxiv.2505.11926"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2505.11926","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.11926","pdf_url":"https://arxiv.org/pdf/2505.11926","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2505.11926","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042045211","display_name":"Yixu Wang","orcid":"https://orcid.org/0000-0002-0549-9723"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Yixu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079931937","display_name":"Jiaxin Song","orcid":"https://orcid.org/0000-0002-6314-2925"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Song, Jiaxin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112472396","display_name":"Yifeng Gao","orcid":"https://orcid.org/0000-0001-5034-1928"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gao, Yifeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100439040","display_name":"Xiuli Wang","orcid":"https://orcid.org/0000-0002-9845-1242"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Xin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102008192","display_name":"Yang Yao","orcid":"https://orcid.org/0000-0001-7732-4343"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yao, Yang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100706856","display_name":"Yan Teng","orcid":"https://orcid.org/0000-0002-8850-251X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Teng, Yan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078711649","display_name":"Xingjun Ma","orcid":"https://orcid.org/0000-0003-2099-4973"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Xingjun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100613144","display_name":"Yingchun Wang","orcid":"https://orcid.org/0000-0002-9150-3556"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Yingchun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5120793293","display_name":"Yu-Gang Jiang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Yu-Gang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.362199991941452,"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":0.362199991941452,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.18070000410079956,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.05389999970793724,"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/generalization","display_name":"Generalization","score":0.6450999975204468},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6194000244140625},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.5546000003814697},{"id":"https://openalex.org/keywords/system-safety","display_name":"System safety","score":0.38920000195503235},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2393999993801117}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7386000156402588},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6450999975204468},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6194000244140625},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.5546000003814697},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4302000105381012},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40799999237060547},{"id":"https://openalex.org/C132835097","wikidata":"https://www.wikidata.org/wiki/Q7663745","display_name":"System safety","level":2,"score":0.38920000195503235},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30300000309944153},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2393999993801117},{"id":"https://openalex.org/C124978682","wikidata":"https://www.wikidata.org/wiki/Q1201019","display_name":"Proof of concept","level":2,"score":0.2282000035047531}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2505.11926","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.11926","pdf_url":"https://arxiv.org/pdf/2505.11926","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},{"id":"doi:10.48550/arxiv.2505.11926","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2505.11926","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2505.11926","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.11926","pdf_url":"https://arxiv.org/pdf/2505.11926","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"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":{"As":[0],"Video":[1],"Large":[2],"Multimodal":[3],"Models":[4],"(VLMMs)":[5],"rapidly":[6],"advance,":[7],"their":[8],"inherent":[9],"complexity":[10],"introduces":[11],"significant":[12],"safety":[13,23,41,50,70,88,147,152],"challenges,":[14],"particularly":[15],"the":[16,54,151],"issue":[17],"of":[18,82,94,154],"mismatched":[19],"generalization":[20],"where":[21],"static":[22],"alignments":[24],"fail":[25],"to":[26,28,38,53,126],"transfer":[27],"dynamic":[29],"video":[30,55,61],"contexts.":[31],"We":[32,156],"introduce":[33],"SafeVid,":[34],"a":[35,76,84,135,144],"framework":[36],"designed":[37],"instill":[39],"video-specific":[40,87],"principles":[42],"in":[43],"VLMMs.":[44,155],"SafeVid":[45,130],"uniquely":[46],"transfers":[47],"robust":[48],"textual":[49,60,141],"alignment":[51,93,153],"capabilities":[52],"domain":[56],"by":[57],"employing":[58],"detailed":[59],"descriptions":[62,142],"as":[63,143],"an":[64],"interpretive":[65],"bridge,":[66],"facilitating":[67],"LLM-based":[68],"rule-driven":[69],"reasoning.":[71],"This":[72],"is":[73],"achieved":[74],"through":[75],"closed-loop":[77],"system":[78],"comprising:":[79],"1)":[80],"generation":[81],"SafeVid-350K,":[83],"novel":[85],"350,000-pair":[86],"preference":[89],"dataset;":[90],"2)":[91],"targeted":[92],"VLMMs":[95],"using":[96],"Direct":[97],"Preference":[98],"Optimization":[99],"(DPO);":[100],"and":[101,134],"3)":[102],"comprehensive":[103],"evaluation":[104],"via":[105],"our":[106],"new":[107],"SafeVidBench":[108],"benchmark.":[109],"Alignment":[110],"with":[111,117],"SafeVid-350K":[112,159],"significantly":[113],"enhances":[114],"VLMM":[115],"safety,":[116],"models":[118],"like":[119],"LLaVA-NeXT-Video":[120],"demonstrating":[121,138],"substantial":[122],"improvements":[123],"(e.g.,":[124],"up":[125],"42.39%)":[127],"on":[128],"SafeVidBench.":[129],"provides":[131],"critical":[132],"resources":[133],"structured":[136],"approach,":[137],"that":[139],"leveraging":[140],"conduit":[145],"for":[146],"reasoning":[148],"markedly":[149],"improves":[150],"have":[157],"made":[158],"dataset":[160],"(https://huggingface.co/datasets/yxwang/SafeVid-350K)":[161],"publicly":[162],"available.":[163]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
