{"id":"https://openalex.org/W7165790314","doi":"https://doi.org/10.48550/arxiv.2606.24081","title":"PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation","display_name":"PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation","publication_year":2026,"publication_date":"2026-06-23","ids":{"openalex":"https://openalex.org/W7165790314","doi":"https://doi.org/10.48550/arxiv.2606.24081"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.24081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.24081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.24081","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139265347","display_name":"Leyi Sheng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sheng, Leyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139296104","display_name":"Han Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Han","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139256036","display_name":"Zhen Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Zhen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139271547","display_name":"Yuntao Yue","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yue, Yuntao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139243130","display_name":"Jinlin Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Jinlin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125054748","display_name":"X He","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"He, Xinlei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139220192","display_name":"Jiaheng Wei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei, Jiaheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.6485000252723694,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.6485000252723694,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11424","display_name":"Security and Verification in Computing","score":0.10080000013113022,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.05990000069141388,"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/pipeline","display_name":"Pipeline (software)","score":0.6119999885559082},{"id":"https://openalex.org/keywords/reproduction","display_name":"Reproduction","score":0.5884000062942505},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5242000222206116},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5044999718666077},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.45680001378059387},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.36899998784065247}],"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/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6119999885559082},{"id":"https://openalex.org/C59659247","wikidata":"https://www.wikidata.org/wiki/Q11990","display_name":"Reproduction","level":2,"score":0.5884000062942505},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5242000222206116},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5044999718666077},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.45680001378059387},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3321000039577484},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C2776904630","wikidata":"https://www.wikidata.org/wiki/Q356336","display_name":"Adept","level":3,"score":0.302700012922287},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.26820001006126404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.24081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.24081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.24081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.24081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4990021288394928,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"Text-to-Image":[1],"(T2I)":[2],"jailbreak":[3,20,73,78,140,178],"techniques":[4],"evolve":[5],"rapidly,":[6],"existing":[7],"benchmarks":[8],"and":[9,43,55,80,91,124,145,180],"reproduction":[10,129,179],"workflows":[11],"often":[12],"struggle":[13],"to":[14,52,131],"keep":[15],"pace.":[16],"More":[17],"importantly,":[18],"T2I":[19,72,77,139,177],"evaluation":[21,94],"is":[22],"not":[23],"a":[24,29,65,76,87,92,97,110,172],"single":[25],"prompt-level":[26],"test,":[27],"but":[28],"pipeline-level":[30],"problem":[31],"shaped":[32],"by":[33],"multiple":[34],"stages,":[35],"including":[36,142],"prompt":[37],"transformation,":[38],"image":[39],"generation,":[40],"safety":[41],"filtering,":[42],"multimodal":[44],"judging.":[45],"This":[46],"makes":[47],"results":[48,157],"across":[49],"papers":[50],"difficult":[51],"reliably":[53],"reproduce":[54,136],"fairly":[56],"compare.":[57],"To":[58],"bridge":[59],"this":[60],"gap,":[61],"we":[62],"propose":[63],"PixJail,":[64],"self-evolving":[66],"paper-to-pipeline":[67],"agent":[68],"framework":[69,153],"for":[70,175],"reproducible":[71],"evaluation.":[74],"Given":[75],"paper":[79,115],"optional":[81],"reference":[82],"code,":[83],"PixJail":[84,107,168],"rapidly":[85],"constructs":[86],"paper-specific":[88],"attack":[89,117],"module":[90],"runnable":[93],"pipeline":[95],"under":[96],"unified":[98,173],"contract,":[99],"while":[100],"faithfully":[101],"reproducing":[102],"the":[103],"original":[104,150],"experimental":[105],"results.":[106],"further":[108],"maintains":[109],"memory":[111],"bank":[112],"that":[113,167],"stores":[114],"digests,":[116],"evolution":[118],"patterns,":[119],"reusable":[120],"templates,":[121],"failure":[122],"cases,":[123],"versioned":[125],"artifacts,":[126],"enabling":[127],"future":[128,176],"efforts":[130],"reuse":[132],"prior":[133,156],"experience.":[134],"We":[135,165],"eleven":[137],"representative":[138],"methods,":[141],"both":[143],"code-available":[144],"code-unavailable":[146],"papers.":[147],"Under":[148],"their":[149],"settings,":[151],"our":[152],"accurately":[154],"recovers":[155],"with":[158],"minimal":[159],"error":[160],"(2.1\\%":[161],"average,":[162],"0\\%":[163],"median).":[164],"hope":[166],"can":[169],"serve":[170],"as":[171],"foundation":[174],"evaluation,":[181],"significantly":[182],"reducing":[183],"manual":[184],"effort.":[185]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-25T00:00:00"}