{"id":"W7164011126","doi":"10.82465/150","title":"Distributed detection of DDoS attack on 5G network slices using federated learning","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère de la Défense Nationale; University of Regina","keywords":"Denial-of-service attack; Intrusion detection system; Software deployment; Federated learning; Service (business); Information privacy; Quality of service; Isolation (microbiology); Network security","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001595968,0.0009379056,0.001077049,0.0007609704,0.0004873384,0.0008731696,0.001272662,0.0008954045,0.0004630938],"category_scores_gemma":[0.003331352,0.0002077016,0.0006460749,0.0004008221,0.000565242,0.001426901,0.00133812,0.001001284,0.0002101236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064942,"about_ca_system_score_gemma":0.001014751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00496887,"about_ca_topic_score_gemma":0.004055183,"domain_scores_codex":[0.9992486,0.0001875867,0.00004455961,0.0002606299,0.0001464331,0.0001122598],"domain_scores_gemma":[0.9988087,0.0004184498,0.0001355888,0.0002958627,0.0002402932,0.000101068],"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":[0.001153116,0.0004869147,0.01173496,0.00008552101,0.0001893294,0.0002206803,0.0001238457,0.6835629,0.008902851,0.002254864,0.003245126,0.2880398],"study_design_scores_gemma":[0.0000133675,0.00008283524,0.0005818101,0.000004142271,0.000008383984,0.00004256094,0.00001938052,0.995109,0.002754798,0.00116653,0.0002106782,0.000006449864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3904166,0.001365196,0.5926366,0.0006481074,0.0001664044,0.0002671841,0.0004821192,0.01114197,0.002875914],"genre_scores_gemma":[0.9409881,0.0001112771,0.05744315,0.0001493772,0.00001891563,0.0000403757,0.0004617689,0.00002904436,0.0007579005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00496887,"threshold_uncertainty_score":0.009879947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06414260020514286,"score_gpt":0.3507484975986027,"score_spread":0.2866058973934598,"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."}}