{"id":"W4413179320","doi":"10.1109/eit64391.2025.11103697","title":"Agentic AI for Autonomous Cyber Threat Hunting and Adaptive Defense in Dynamic Security Environments","year":2025,"lang":"en","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009568417,0.0003911986,0.0002517841,0.0003399717,0.0003551759,0.001241131,0.0008478295,0.0005950681,0.002540729],"category_scores_gemma":[0.002666232,0.0001932194,0.0003663214,0.0001790392,0.0007286983,0.001402791,0.001079299,0.001327568,0.0006506584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000758008,"about_ca_system_score_gemma":0.001111093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287193,"about_ca_topic_score_gemma":0.003989642,"domain_scores_codex":[0.9995858,0.0001358003,0.00002443864,0.00008345902,0.000132509,0.00003796942],"domain_scores_gemma":[0.9988536,0.0005500462,0.0001384368,0.0001883993,0.0001974196,0.00007210729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002024784,0.0004447894,0.01029694,0.0003788777,0.0001785408,0.0003260537,0.0006606147,0.5707206,0.04131421,0.06053786,0.005859108,0.30908],"study_design_scores_gemma":[0.00001027436,0.0001054575,0.00120393,0.00003459688,0.00002061735,0.0000774223,0.00008238764,0.9649396,0.005536047,0.01971371,0.00825795,0.00001798383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07482299,0.000598292,0.9010491,0.00166988,0.0001697001,0.0002819826,0.0001394962,0.003310484,0.01795797],"genre_scores_gemma":[0.8156081,0.0003377342,0.1781843,0.0003647178,0.00004234754,0.0001563609,0.000170057,0.0001092687,0.005027018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00287193,"threshold_uncertainty_score":0.008499622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007893339297459522,"score_gpt":0.2354056023599501,"score_spread":0.2275122630624906,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}