{"id":"W4293254031","doi":"10.1109/pst55820.2022.9851984","title":"Collaborative DDoS Detection in Distributed Multi-Tenant IoT using Federated Learning","year":2022,"lang":"en","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Denial-of-service attack; Edge computing; Interoperability; Computer security; Enhanced Data Rates for GSM Evolution; Internet of Things; The Internet; Computer network; World Wide Web; Artificial intelligence","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":[0.0003945772,0.0001071112,0.0001281236,0.0001616685,0.0009614647,0.0001575936,0.0002038965,0.00004391946,0.00008651311],"category_scores_gemma":[0.00005306473,0.00009362258,0.00003003234,0.002169755,0.00001657477,0.0002465945,0.0003218696,0.0004378956,0.000007244966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003211585,"about_ca_system_score_gemma":0.00007828374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003336937,"about_ca_topic_score_gemma":0.0006446032,"domain_scores_codex":[0.9985601,0.0004063563,0.0002276391,0.0003292146,0.0002279707,0.0002487164],"domain_scores_gemma":[0.999584,0.00004830763,0.0001023098,0.0001231577,0.00009427338,0.00004796097],"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":[0.0002190315,0.0005150968,0.00135574,0.00001342412,0.00003795539,0.0001195942,0.004159095,0.7173911,0.1039425,0.001247232,0.0001411316,0.1708581],"study_design_scores_gemma":[0.0004923656,0.000205298,0.0007072239,0.000005514987,0.000001665619,0.00002505092,0.0004418184,0.9752463,0.01662631,0.00007820778,0.006021808,0.0001484219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3725852,0.00003338893,0.6264029,0.0001289152,0.0004267484,0.0001875875,0.00000243871,0.0001833553,0.00004948327],"genre_scores_gemma":[0.9956301,0.000005464344,0.004083152,0.00008598412,0.00002576188,0.00003269711,0.00000599755,0.000006679732,0.0001241897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6230449,"threshold_uncertainty_score":0.7394906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590288790103173,"score_gpt":0.2491320366636404,"score_spread":0.2332291487626087,"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."}}