{"id":"https://openalex.org/W7164892865","doi":"https://doi.org/10.1145/3785353.3815088","title":"Better Inversion of Diffusion Models for Generative Steganography","display_name":"Better Inversion of Diffusion Models for Generative Steganography","publication_year":2026,"publication_date":"2026-06-16","ids":{"openalex":"https://openalex.org/W7164892865","doi":"https://doi.org/10.1145/3785353.3815088"},"language":null,"primary_location":{"id":"doi:10.1145/3785353.3815088","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3785353.3815088","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3785353.3815088","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119999415","display_name":"Aur\u00e9lien Noirault","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210090201","display_name":"Laboratoire de Cristallographie et RMN Biologiques","ror":"https://ror.org/0098sx518","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I4210090201","https://openalex.org/I4210096427"]},{"id":"https://openalex.org/I4387153239","display_name":"Centre de Recherche en Informatique, Signal et Automatique de Lille","ror":"https://ror.org/05vrs3189","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2279609970","https://openalex.org/I4387153239","https://openalex.org/I7454413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Aur\u00e9lien Noirault","raw_affiliation_strings":["UMR 9189 CRIStAL, CNRS, Lille, France"],"raw_orcid":"https://orcid.org/0009-0000-3987-9145","affiliations":[{"raw_affiliation_string":"UMR 9189 CRIStAL, CNRS, Lille, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210090201","https://openalex.org/I4387153239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059337672","display_name":"Tom\u00e1\u0161 Pevn\u00fd","orcid":"https://orcid.org/0000-0002-5768-9713"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Tom\u00e1\u0161 Pevn\u00fd","raw_affiliation_strings":["Artificial Intelligence Center, Czech Technical University, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-5768-9713","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Center, Czech Technical University, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020770256","display_name":"Jan Butora","orcid":"https://orcid.org/0000-0002-2540-1420"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210090201","display_name":"Laboratoire de Cristallographie et RMN Biologiques","ror":"https://ror.org/0098sx518","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I4210090201","https://openalex.org/I4210096427"]},{"id":"https://openalex.org/I4387153239","display_name":"Centre de Recherche en Informatique, Signal et Automatique de Lille","ror":"https://ror.org/05vrs3189","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2279609970","https://openalex.org/I4387153239","https://openalex.org/I7454413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jan Butora","raw_affiliation_strings":["UMR 9189 CRIStAL, CNRS, Lille, France"],"raw_orcid":"https://orcid.org/0000-0002-2540-1420","affiliations":[{"raw_affiliation_string":"UMR 9189 CRIStAL, CNRS, Lille, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210090201","https://openalex.org/I4387153239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091025617","display_name":"Vincent Itier","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210133642","display_name":"IMT Nord Europe","ror":"https://ror.org/042rh9p26","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210133642"]},{"id":"https://openalex.org/I4387153239","display_name":"Centre de Recherche en Informatique, Signal et Automatique de Lille","ror":"https://ror.org/05vrs3189","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2279609970","https://openalex.org/I4387153239","https://openalex.org/I7454413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Itier","raw_affiliation_strings":["Centre for Digital System, IMT Nord Europe, UMR 9189 CRIStAL, CNRS, Lille, France"],"raw_orcid":"https://orcid.org/0000-0002-5287-5998","affiliations":[{"raw_affiliation_string":"Centre for Digital System, IMT Nord Europe, UMR 9189 CRIStAL, CNRS, Lille, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210133642","https://openalex.org/I4387153239"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012748071","display_name":"Patrick Bas","orcid":"https://orcid.org/0000-0003-0873-5872"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210090201","display_name":"Laboratoire de Cristallographie et RMN Biologiques","ror":"https://ror.org/0098sx518","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I4210090201","https://openalex.org/I4210096427"]},{"id":"https://openalex.org/I4387153239","display_name":"Centre de Recherche en Informatique, Signal et Automatique de Lille","ror":"https://ror.org/05vrs3189","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2279609970","https://openalex.org/I4387153239","https://openalex.org/I7454413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Patrick Bas","raw_affiliation_strings":["UMR 9189 CRIStAL, CNRS, Lille, France"],"raw_orcid":"https://orcid.org/0000-0003-0873-5872","affiliations":[{"raw_affiliation_string":"UMR 9189 CRIStAL, CNRS, Lille, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210090201","https://openalex.org/I4387153239"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.74205793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"127","last_page":"137"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.7821000218391418,"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.7821000218391418,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.08240000158548355,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.008200000040233135,"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/autoencoder","display_name":"Autoencoder","score":0.6660000085830688},{"id":"https://openalex.org/keywords/inversion","display_name":"Inversion (geology)","score":0.5626999735832214},{"id":"https://openalex.org/keywords/diffusion-map","display_name":"Diffusion map","score":0.445499986410141},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43950000405311584},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.41260001063346863},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3986999988555908},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.37610000371932983}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.6660000085830688},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5913000106811523},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.5626999735832214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5181999802589417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49959999322891235},{"id":"https://openalex.org/C55128770","wikidata":"https://www.wikidata.org/wiki/Q5275440","display_name":"Diffusion map","level":4,"score":0.445499986410141},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43950000405311584},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.41260001063346863},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3986999988555908},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.39010000228881836},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.37610000371932983},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.3416999876499176},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3327000141143799},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.3221000134944916},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C2988382989","wikidata":"https://www.wikidata.org/wiki/Q370685","display_name":"Data space","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.263700008392334},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.25940001010894775},{"id":"https://openalex.org/C2992863106","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse theory","level":3,"score":0.2567000091075897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3785353.3815088","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3785353.3815088","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3785353.3815088","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3785353.3815088","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2051434435","https://openalex.org/W2127364031","https://openalex.org/W2149074144","https://openalex.org/W3042716719","https://openalex.org/W4225758314","https://openalex.org/W4253000688","https://openalex.org/W4401608840","https://openalex.org/W4409076570","https://openalex.org/W4411528087","https://openalex.org/W7133193464"],"related_works":[],"abstract_inverted_index":{"Traditional":[0],"inversion":[1],"algorithms":[2,25],"attempt":[3],"to":[4],"directly":[5],"invert":[6],"the":[7,32,38,42],"diffusion":[8],"sampling":[9],"equation.":[10],"In":[11],"this":[12],"work,":[13],"built":[14],"on":[15],"Latent":[16],"Diffusion":[17],"Models":[18],"(LDMs),":[19],"we":[20],"propose":[21],"a":[22],"family":[23],"of":[24,34],"with":[26],"varying":[27],"time":[28],"complexities":[29],"that":[30],"perform":[31],"search":[33],"an":[35],"antecedent":[36],"within":[37],"latent":[39],"space":[40],"and/or":[41],"Variational":[43],"Autoencoder":[44],"(VAE)":[45],"decoder.":[46]},"counts_by_year":[],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2026-06-17T00:00:00"}
