{"id":"W4402157301","doi":"10.1109/icc51166.2024.10622252","title":"Security and High-Availability While Upholding Network Defense Patterns: The Advantages of A2C in O-RAN VNF Placement","year":2024,"lang":"en","type":"article","venue":"","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Humber Polytechnic","funders":"","keywords":"Computer science; 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":[0.0005979337,0.0006412385,0.0004317556,0.0002993873,0.000642665,0.001008591,0.001151547,0.0008761419,0.001624843],"category_scores_gemma":[0.002158998,0.0001945241,0.0001819364,0.0002235917,0.000672006,0.001096001,0.00121238,0.0008307165,0.0005194219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005853095,"about_ca_system_score_gemma":0.00123867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004190796,"about_ca_topic_score_gemma":0.00564554,"domain_scores_codex":[0.9995041,0.0000955064,0.00002064195,0.0001230766,0.0001169661,0.0001397516],"domain_scores_gemma":[0.9989109,0.0002838268,0.0001590898,0.0001664706,0.0002951562,0.0001844701],"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":[0.0004252166,0.0003009067,0.004058958,0.0000578007,0.00004392446,0.0003420894,0.0001682455,0.8031855,0.03589568,0.01464246,0.00316518,0.1377141],"study_design_scores_gemma":[0.00001034173,0.00007308803,0.0002668085,0.00000407447,0.000006449223,0.00005676879,0.00001974682,0.9942173,0.002754234,0.00174918,0.0008353465,0.00000672668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1498246,0.0002782914,0.8356875,0.0005571764,0.0001041846,0.00008972039,0.0000415434,0.00103428,0.01238269],"genre_scores_gemma":[0.9601345,0.00004498664,0.03769388,0.0001092238,0.00002396148,0.00002899494,0.00002567075,0.00003795423,0.001900916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004190796,"threshold_uncertainty_score":0.008332849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156663064249632,"score_gpt":0.233777215475581,"score_spread":0.2222105848330847,"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."}}