{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025897,0.0006563428,0.0005375665,0.0003243381,0.0003332839,0.0004949836,0.001446742,0.00105528,0.00256799],"category_scores_gemma":[0.001986341,0.0002980849,0.000320015,0.0002068163,0.0006187783,0.0008719138,0.001170564,0.001247682,0.0005175602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000661143,"about_ca_system_score_gemma":0.0012076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004451529,"about_ca_topic_score_gemma":0.005173753,"domain_scores_codex":[0.9996611,0.00009575141,0.00001661961,0.00007497389,0.00009174943,0.00005991291],"domain_scores_gemma":[0.9994625,0.0001968836,0.00007021776,0.00006945941,0.0001399443,0.00006089789],"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":[0.00009204409,0.0001134963,0.001151099,0.00006634924,0.00002669674,0.00008124676,0.00007272592,0.89912,0.00358824,0.01120844,0.001949997,0.08252975],"study_design_scores_gemma":[0.000005663082,0.00002129102,0.0000567143,0.000003280921,0.00000210124,0.00001070483,0.000003109805,0.9972932,0.0004330713,0.001469,0.0006997981,0.000002102476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.012051,0.0001688409,0.9831933,0.0001726137,0.0000356409,0.00007830256,0.00004176272,0.001673782,0.002584814],"genre_scores_gemma":[0.6006873,0.0002159565,0.393221,0.0002438039,0.00005733601,0.0003050164,0.0002088474,0.000181074,0.0048796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004451529,"threshold_uncertainty_score":0.00885129,"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."}}