{"id":"W4387954150","doi":"10.1145/3616388.3617536","title":"IoDAPM: A Reinforcement Learning Approach for Dynamic Assignment of Protection Mechanisms in IoD","year":2023,"lang":"en","type":"article","venue":"","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reinforcement learning; Computer science; Quality of service; Exploratory research; Drone; The Internet; Artificial intelligence; Computer network; World Wide Web","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":[0.001279171,0.000845813,0.0009926198,0.0004207025,0.0003182139,0.0007882479,0.001806188,0.001178551,0.002554893],"category_scores_gemma":[0.00379176,0.0003703582,0.0005531341,0.0003097827,0.0007818502,0.0008074978,0.001356697,0.001556701,0.0002966775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008478186,"about_ca_system_score_gemma":0.001523913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006360451,"about_ca_topic_score_gemma":0.005614054,"domain_scores_codex":[0.9995137,0.0001528408,0.00002260115,0.0001255023,0.0000750675,0.0001102444],"domain_scores_gemma":[0.9984596,0.000933458,0.0001901415,0.00008936869,0.0001954191,0.0001320923],"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":[0.00007212458,0.00008631211,0.001027281,0.00006759356,0.00004257043,0.00006326658,0.00005848134,0.9586812,0.001144712,0.003626225,0.0007126034,0.03441761],"study_design_scores_gemma":[0.000009692936,0.00003616737,0.00008528291,0.000005016491,0.00000756835,0.000009063988,0.000007144812,0.9983582,0.0001602882,0.001066558,0.000251281,0.000003706676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03212083,0.0003290688,0.9634018,0.0002430574,0.00006347615,0.0000889292,0.00006169699,0.0005436509,0.003147525],"genre_scores_gemma":[0.919202,0.0001583054,0.07777555,0.0002359752,0.00004070004,0.0001603607,0.0000862966,0.00005587563,0.002284923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006360451,"threshold_uncertainty_score":0.01264685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127918145530286,"score_gpt":0.2131280209041109,"score_spread":0.2003362063510823,"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."}}