{"id":"https://openalex.org/W4415538376","doi":"https://doi.org/10.1145/3746027.3755749","title":"ACE: Concept Editing in Diffusion Models without Performance Degradation","display_name":"ACE: Concept Editing in Diffusion Models without Performance Degradation","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415538376","doi":"https://doi.org/10.1145/3746027.3755749"},"language":null,"primary_location":{"id":"doi:10.1145/3746027.3755749","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3755749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","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":null,"display_name":"Ruipeng Wang","orcid":"https://orcid.org/0009-0009-9777-0071"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruipeng Wang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0009-9777-0071","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067289821","display_name":"Junfeng Fang","orcid":"https://orcid.org/0000-0002-3317-2103"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfeng Fang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-3317-2103","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiaqi Li","orcid":"https://orcid.org/0000-0002-4559-9868"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Li","raw_affiliation_strings":["Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-4559-9868","affiliations":[{"raw_affiliation_string":"Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hao Chen","orcid":"https://orcid.org/0009-0008-2660-1556"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0008-2660-1556","affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050620372","display_name":"Jie Shi","orcid":"https://orcid.org/0009-0004-8022-4051"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jie Shi","raw_affiliation_strings":["Huawei International, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0009-0004-8022-4051","affiliations":[{"raw_affiliation_string":"Huawei International, Singapore, Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100366705","display_name":"Kun Wang","orcid":"https://orcid.org/0000-0003-0602-169X"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Wang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-0602-169X","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100389037","display_name":"Xiang Wang","orcid":"https://orcid.org/0000-0002-6148-6329"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Wang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-6148-6329","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":"10525","last_page":"10534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9878000020980835,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9878000020980835,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9855999946594238,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9835000038146973,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/image-editing","display_name":"Image editing","score":0.7605999708175659},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5386999845504761},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4943999946117401},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.4607999920845032},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.44859999418258667},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4390000104904175},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.3903000056743622},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.3668999969959259}],"concepts":[{"id":"https://openalex.org/C2776674983","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image editing","level":3,"score":0.7605999708175659},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7533000111579895},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5386999845504761},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4943999946117401},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.4607999920845032},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.44859999418258667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44339999556541443},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4390000104904175},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.3903000056743622},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.35249999165534973},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3091000020503998},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C168031717","wikidata":"https://www.wikidata.org/wiki/Q1530280","display_name":"Balance (ability)","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26989999413490295},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.25360000133514404},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746027.3755749","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3755749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2962785568","https://openalex.org/W4296567072","https://openalex.org/W4312933868","https://openalex.org/W4319048499","https://openalex.org/W4319792198","https://openalex.org/W4353113081","https://openalex.org/W4384264739","https://openalex.org/W4386066536","https://openalex.org/W4386076098","https://openalex.org/W4389976991","https://openalex.org/W4390871671","https://openalex.org/W4390871724","https://openalex.org/W4390872723","https://openalex.org/W4390874260","https://openalex.org/W4393027188","https://openalex.org/W4393147864","https://openalex.org/W4394007768","https://openalex.org/W4399115754","https://openalex.org/W4399198707","https://openalex.org/W4401306886","https://openalex.org/W4402916987","https://openalex.org/W4403582403","https://openalex.org/W4403792419","https://openalex.org/W4404198601","https://openalex.org/W4404879643"],"related_works":[],"abstract_inverted_index":{"Diffusion-based":[0],"text-to-image":[1],"models":[2],"have":[3],"demonstrated":[4],"remarkable":[5],"capabilities":[6],"in":[7,65,142],"generating":[8],"realistic":[9],"images,":[10],"but":[11],"they":[12,34],"raise":[13],"societal":[14],"and":[15,107],"ethical":[16],"concerns,":[17],"such":[18],"as":[19],"the":[20,39,46,83,99,119,125,137,143],"creation":[21],"of":[22,41,118,128],"unsafe":[23,42,79],"content.":[24],"While":[25],"concept":[26,43,63,80,129],"editing":[27,59,64,130],"is":[28],"proposed":[29],"to":[30,37,76,86],"address":[31],"these":[32],"issues,":[33],"often":[35],"struggle":[36],"balance":[38],"removal":[40],"with":[44,115],"maintaining":[45,82],"model's":[47,84],"general":[48],"generative":[49],"capabilities.":[50],"In":[51],"this":[52],"work,":[53],"we":[54],"propose":[55],"ACE,":[56],"a":[57,70],"new":[58],"method":[60],"that":[61,95],"enhances":[62],"diffusion":[66],"models.":[67],"ACE":[68,96],"introduces":[69],"novel":[71],"cross":[72],"null-space":[73],"projection":[74],"approach":[75],"precisely":[77],"erase":[78],"while":[81],"ability":[85],"generate":[87],"high-quality,":[88],"semantically":[89],"consistent":[90],"images.":[91],"Extensive":[92],"experiments":[93],"demonstrate":[94],"significantly":[97],"outperforms":[98],"advancing":[100],"baselines,":[101],"improving":[102],"semantic":[103],"consistency":[104],"by":[105,111,131],"24.56%":[106],"image":[108],"generation":[109],"quality":[110],"34.82%":[112],"on":[113],"average":[114],"only":[116],"1%":[117],"time":[120],"cost.":[121],"These":[122],"results":[123],"highlight":[124],"practical":[126],"utility":[127],"mitigating":[132],"its":[133],"potential":[134],"risks,":[135],"paving":[136],"way":[138],"for":[139],"broader":[140],"applications":[141],"field.":[144]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-25T00:00:00"}