{"id":"W4403407939","doi":"10.1109/icc51166.2024.10622894","title":"Secure Peer-to-Peer Federated Learning for Efficient Cyberattacks Detection in 5G and Beyond Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Agence Nationale de la Recherche","keywords":"Computer science; Peer-to-peer; Computer security; Federated learning; Computer network; Internet privacy; World Wide Web; Distributed computing","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":[0.002344897,0.0008270202,0.00156009,0.0006768729,0.001014419,0.00116857,0.002017017,0.001388248,0.0006200443],"category_scores_gemma":[0.004446649,0.0003640953,0.000608271,0.0007294918,0.0008335519,0.002328798,0.001802945,0.00146105,0.0002127185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009867192,"about_ca_system_score_gemma":0.001356372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003787702,"about_ca_topic_score_gemma":0.003107956,"domain_scores_codex":[0.9984884,0.0004720572,0.00009105048,0.0004320536,0.0003224651,0.0001939439],"domain_scores_gemma":[0.9982998,0.000709399,0.0002067217,0.0003825859,0.0002971324,0.0001043706],"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":[0.000404141,0.0003968176,0.002562786,0.00008228017,0.0001112356,0.000202875,0.0001585813,0.7485026,0.005051862,0.005170717,0.003148902,0.2342072],"study_design_scores_gemma":[0.000005380147,0.00001987376,0.0001183166,0.000001990385,0.000004777382,0.00001622625,0.00001437969,0.9964098,0.000743887,0.002506765,0.0001550075,0.000003602431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07221142,0.0005069953,0.9229903,0.0004547746,0.00006293171,0.0001171713,0.00007455266,0.002372435,0.001209368],"genre_scores_gemma":[0.9243795,0.000126272,0.0740862,0.0001691107,0.00003625549,0.00007604562,0.0001497606,0.00004197076,0.0009348543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003787702,"threshold_uncertainty_score":0.0124011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548451653299818,"score_gpt":0.2759198979549141,"score_spread":0.2604353814219159,"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."}}