{"id":"W4401597644","doi":"10.23919/ifipnetworking62109.2024.10619771","title":"A Generic Blue Agent Training Framework for Autonomous Cyber Operations","year":2024,"lang":"en","type":"article","venue":"","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Training (meteorology); Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002996031,0.0001526684,0.000128057,0.0001220272,0.0001665388,0.0006945726,0.0005996947,0.00005475301,0.0001872921],"category_scores_gemma":[0.00002053766,0.0001338558,0.000118376,0.0005130789,0.00001817034,0.0002794321,0.000214787,0.0001140424,0.000207682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400581,"about_ca_system_score_gemma":0.0001554784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001688216,"about_ca_topic_score_gemma":0.0000302091,"domain_scores_codex":[0.9986336,0.00003302595,0.0002408882,0.0005477654,0.0001767333,0.000368023],"domain_scores_gemma":[0.9991254,0.0001628818,0.00001607407,0.0005626281,0.00002984606,0.0001032207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[6.423368e-7,0.00001916489,0.000001174773,0.00002000526,0.00004715755,0.0000235102,0.001254115,0.07358856,0.00003491536,0.7420661,0.01488664,0.168058],"study_design_scores_gemma":[0.00006764874,0.00005239326,0.00001645704,0.00003088129,0.0000141271,0.000004276397,0.00005856724,0.7951664,0.0001572398,0.005091387,0.1991792,0.0001614286],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001593786,0.0004191354,0.989873,0.002928158,0.001443955,0.0006241667,0.000003089585,0.000716794,0.002397952],"genre_scores_gemma":[0.2557178,0.00002293183,0.7350636,0.003099658,0.0004025907,0.0007206335,0.000009109745,0.00002503389,0.004938646],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7369748,"threshold_uncertainty_score":0.6697779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04830603830988085,"score_gpt":0.2863919939148777,"score_spread":0.2380859556049968,"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."}}