{"id":"https://openalex.org/W4415538842","doi":"https://doi.org/10.1145/3746027.3754546","title":"Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts","display_name":"Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415538842","doi":"https://doi.org/10.1145/3746027.3754546"},"language":"en","primary_location":{"id":"doi:10.1145/3746027.3754546","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3754546","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3746027.3754546","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034276432","display_name":"Leyang Li","orcid":"https://orcid.org/0009-0002-4093-9146"},"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":"Leyang Li","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0009-0002-4093-9146","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102016527","display_name":"Shilin Lu","orcid":"https://orcid.org/0000-0003-2848-0619"},"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":"Shilin Lu","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-2848-0619","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019392105","display_name":"Yan Ren","orcid":"https://orcid.org/0000-0003-4365-1439"},"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":"Yan Ren","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-4365-1439","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047970310","display_name":"Adams Wai\u2010Kin Kong","orcid":"https://orcid.org/0000-0002-9728-9511"},"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":"Adams Wai-Kin Kong","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-9728-9511","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":3.1786,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.928894,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"9257","last_page":"9266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.957099974155426,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.957099974155426,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9513999819755554,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.9455000162124634,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6287000179290771},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.598800003528595},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5123999714851379},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.48339998722076416},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4138999879360199},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4092999994754791},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.40310001373291016},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.35179999470710754}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.743399977684021},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6287000179290771},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.598800003528595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5889000296592712},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5123999714851379},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.48339998722076416},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46239998936653137},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4138999879360199},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4092999994754791},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.40310001373291016},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.35179999470710754},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3483999967575073},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3391000032424927},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.3073999881744385},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C2776650193","wikidata":"https://www.wikidata.org/wiki/Q264661","display_name":"Obstacle","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.26100000739097595},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C2778790127","wikidata":"https://www.wikidata.org/wiki/Q484885","display_name":"Erasure","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25529998540878296}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3746027.3754546","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3754546","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/202540","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/202540","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Conference Paper"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/205451","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/205451","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1145/3746027.3754546","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3754546","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320766","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W4312933868","https://openalex.org/W4386066536","https://openalex.org/W4390872636","https://openalex.org/W4390874260","https://openalex.org/W4393161028","https://openalex.org/W4402715906"],"related_works":[],"abstract_inverted_index":{"Ensuring":[0],"the":[1,12,49,83,109,112,120,143,151,195],"ethical":[2],"deployment":[3],"of":[4,14,52,86,111],"text-to-image":[5],"models":[6],"requires":[7],"effective":[8],"techniques":[9],"to":[10,41,71,140,150],"prevent":[11],"generation":[13],"harmful":[15],"or":[16],"inappropriate":[17],"content.":[18],"While":[19],"concept":[20,128],"erasure":[21],"methods":[22,35,46],"offer":[23],"a":[24,61,79,104,167],"promising":[25],"solution,":[26],"existing":[27],"finetuning-based":[28],"approaches":[29],"suffer":[30],"from":[31],"notable":[32],"limitations.":[33],"Anchor-free":[34],"risk":[36],"disrupting":[37],"sampling":[38],"trajectories,":[39],"leading":[40],"visual":[42],"artifacts,":[43],"while":[44],"anchor-based":[45],"rely":[47],"on":[48,78,125],"heuristic":[50,126],"selection":[51],"anchor":[53,127],"concepts.":[54,74],"To":[55],"overcome":[56],"these":[57],"shortcomings,":[58],"we":[59,133],"introduce":[60],"finetuning":[62],"framework,":[63],"dubbed":[64],"ANT,":[65],"which":[66],"Automatically":[67],"guides":[68],"deNoising":[69],"Trajectories":[70],"avoid":[72],"unwanted":[73,152],"ANT":[75,179],"is":[76,199],"built":[77],"key":[80],"insight:":[81],"reversing":[82],"condition":[84],"direction":[85],"classifier-free":[87],"guidance":[88],"during":[89],"mid-to-late":[90],"denoising":[91],"stages":[92],"enables":[93],"precise":[94],"content":[95],"modification":[96],"without":[97,193],"sacrificing":[98],"early-stage":[99,113],"structural":[100],"integrity.":[101],"This":[102],"inspires":[103],"trajectory-aware":[105],"objective":[106,164],"that":[107,146,171,178],"preserves":[108],"integrity":[110],"score":[114],"function":[115,165],"field-which":[116],"steers":[117],"samples":[118],"toward":[119],"natural":[121],"image":[122],"manifold-without":[123],"relying":[124],"selection.":[129],"For":[130,160],"single-concept":[131],"erasure,":[132,162,188],"propose":[134],"an":[135],"augmentation-enhanced":[136],"weight":[137],"saliency":[138],"map":[139],"precisely":[141],"identify":[142],"critical":[144],"parameters":[145],"most":[147],"significantly":[148,172],"contribute":[149],"concept,":[153],"enabling":[154],"more":[155],"thorough":[156],"and":[157,186],"efficient":[158],"erasure.":[159],"multi-concept":[161,187],"our":[163],"offers":[166],"versatile":[168],"plug-and-play":[169],"solution":[170],"boosts":[173],"performance.":[174],"Extensive":[175],"experiments":[176],"demonstrate":[177],"achieves":[180],"state-of-the-art":[181],"results":[182],"in":[183],"both":[184],"single":[185],"delivering":[189],"high-quality,":[190],"safe":[191],"outputs":[192],"compromising":[194],"generative":[196],"fidelity.":[197],"Code":[198],"available":[200],"at":[201],"https://github.com/lileyang1210/ANT":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-25T00:00:00"}