{"id":"W4391557801","doi":"10.1109/dessert61349.2023.10416455","title":"Consensus Protocols for Improved Survivability in Autonomous Groups of UAV","year":2023,"lang":"en","type":"article","venue":"","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Solana Networks (Canada)","funders":"","keywords":"Survivability; Computer science; Computer security; Distributed computing; Computer network","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":[0.001446683,0.0001108388,0.0002515869,0.0001358664,0.00004932551,0.00003178398,0.000651021,0.00006950564,0.00001073397],"category_scores_gemma":[0.0008470868,0.0001018872,0.00006892879,0.0006748238,0.00006340126,0.000117504,0.0003510478,0.0001315728,0.000009000485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005456529,"about_ca_system_score_gemma":0.0001350277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002424362,"about_ca_topic_score_gemma":0.0001585668,"domain_scores_codex":[0.9986926,0.000121497,0.0003844263,0.0003823334,0.0001175598,0.0003015523],"domain_scores_gemma":[0.9983991,0.0007935205,0.0001248765,0.0005488684,0.00009019509,0.0000434316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004530167,0.0006930826,0.1096546,0.001087233,0.0000831204,0.0000349703,0.003872022,0.09905475,0.02521115,0.5702895,0.001799744,0.1877668],"study_design_scores_gemma":[0.001097133,0.0001424938,0.03242805,0.00001752031,0.000001472563,0.000001422859,0.00005113182,0.9487396,0.00127348,0.01534806,0.0007370674,0.0001625637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07441616,0.000001813984,0.9038174,0.00189886,0.000302899,0.01733305,0.000007161548,0.0006256569,0.001597008],"genre_scores_gemma":[0.8460392,1.757013e-7,0.1486977,0.0000617991,0.00004071604,0.004736695,0.000004253242,0.00001556439,0.0004038089],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8496848,"threshold_uncertainty_score":0.4154842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727877895877688,"score_gpt":0.3331101638272935,"score_spread":0.2958313848685167,"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."}}