{"id":"https://openalex.org/W7125128768","doi":"https://doi.org/10.48550/arxiv.2601.13518","title":"AgenticRed: Evolving Agentic Systems for Red-Teaming","display_name":"AgenticRed: Evolving Agentic Systems for Red-Teaming","publication_year":2026,"publication_date":"2026-01-20","ids":{"openalex":"https://openalex.org/W7125128768","doi":"https://doi.org/10.48550/arxiv.2601.13518"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2601.13518","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2601.13518","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.2601.13518","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123475872","display_name":"Jiayi Yuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuan, Jiayi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062932382","display_name":"Jonathan N\u00f6ther","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"N\u00f6ther, Jonathan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046953322","display_name":"Natasha Jaques","orcid":"https://orcid.org/0000-0002-8413-9469"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaques, Natasha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5047197460","display_name":"Goran Radanovi\u0107","orcid":"https://orcid.org/0000-0001-6016-4013"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Radanovi\u0107, Goran","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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.33889999985694885,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.33889999985694885,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.27399998903274536,"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":0.18410000205039978,"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/workflow","display_name":"Workflow","score":0.6060000061988831},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5540000200271606},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.49480000138282776},{"id":"https://openalex.org/keywords/systems-design","display_name":"Systems design","score":0.4049000144004822},{"id":"https://openalex.org/keywords/transferability","display_name":"Transferability","score":0.4000000059604645},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.38749998807907104},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.3465000092983246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7422000169754028},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6060000061988831},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5540000200271606},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.49480000138282776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4350999891757965},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.4049000144004822},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.4000000059604645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3984000086784363},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.38749998807907104},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.3465000092983246},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.3319999873638153},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.32510000467300415},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.31200000643730164},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.302700012922287},{"id":"https://openalex.org/C2776904630","wikidata":"https://www.wikidata.org/wiki/Q356336","display_name":"Adept","level":3,"score":0.28200000524520874},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2587999999523163}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2601.13518","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2601.13518","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.2601.13518","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2601.13518","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":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.411283940076828}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"While":[0],"recent":[1],"automated":[2,41,78],"red-teaming":[3,53,68,79,118],"methods":[4],"show":[5],"promise":[6],"for":[7],"systematically":[8],"exposing":[9],"model":[10],"vulnerabilities,":[11],"most":[12],"existing":[13],"approaches":[14],"rely":[15],"on":[16,21,102,105,109,111,133],"human-specified":[17],"workflows.":[18],"This":[19,139],"dependence":[20],"manually":[22],"designed":[23,89],"workflows":[24],"suffers":[25],"from":[26],"human":[27,56],"biases":[28],"and":[29,51,74,84,107,136],"makes":[30],"exploring":[31],"the":[32,124],"broader":[33],"design":[34,50,72],"space":[35],"expensive.":[36],"We":[37],"introduce":[38],"AgenticRed,":[39],"an":[40,129],"pipeline":[42],"that":[43,120,151],"leverages":[44],"LLMs'":[45],"in-context":[46],"learning":[47],"to":[48,123,148],"iteratively":[49],"refine":[52],"systems":[54,80,88,119],"without":[55],"intervention.":[57],"Rather":[58],"than":[59],"optimizing":[60],"attacker":[61],"policies":[62],"within":[63],"predefined":[64],"structures,":[65],"AgenticRed":[66,91],"treats":[67],"as":[69,144],"a":[70,145],"system":[71],"problem,":[73],"it":[75],"autonomously":[76],"evolves":[77],"using":[81],"evolutionary":[82,142],"selection":[83],"generational":[85],"knowledge.":[86],"Red-teaming":[87],"by":[90],"consistently":[92],"outperform":[93],"state-of-the-art":[94],"approaches,":[95],"achieving":[96,128],"96%":[97],"attack":[98],"success":[99],"rate":[100],"(ASR)":[101],"Llama-2-7B,":[103],"98%":[104],"Llama-3-8B":[106],"100%":[108,131],"Qwen3-8B":[110],"HarmBench.":[112],"Our":[113],"approach":[114,147],"generates":[115],"robust,":[116],"query-agnostic":[117],"transfer":[121],"strongly":[122],"latest":[125],"proprietary":[126],"models,":[127],"impressive":[130],"ASR":[132],"GPT-5.1,":[134],"DeepSeek-R1":[135],"DeepSeek":[137],"V3.2.":[138],"work":[140],"highlights":[141],"algorithms":[143],"powerful":[146],"AI":[149],"safety":[150],"can":[152],"keep":[153],"pace":[154],"with":[155],"rapidly":[156],"evolving":[157],"models.":[158]},"counts_by_year":[],"updated_date":"2026-08-16T07:02:28.622633","created_date":"2026-01-22T00:00:00"}