{"id":"W6976945494","doi":"10.60692/k7sq6-ssd05","title":"Adversarial Bandit Approach for Stand Alone RIS Operation","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Adversarial system; Overhead (engineering); Scheme (mathematics); Channel (broadcasting); Key (lock); State (computer science); Deep learning; Reflection (computer programming)","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":[0.000717097,0.0006616625,0.0004716791,0.0002045235,0.0003000486,0.0006191304,0.0008799722,0.0008099372,0.003374068],"category_scores_gemma":[0.001190385,0.0002127849,0.000315341,0.0002202308,0.00083671,0.0008065619,0.001088489,0.001175867,0.0007146496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005094104,"about_ca_system_score_gemma":0.0004519211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600172,"about_ca_topic_score_gemma":0.001704263,"domain_scores_codex":[0.9996903,0.0001053487,0.000009351105,0.00004933924,0.00008030461,0.00006548255],"domain_scores_gemma":[0.9994735,0.0003036701,0.00005749858,0.00005598555,0.000078039,0.0000312699],"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":[0.0001396947,0.00004572703,0.0003921263,0.00003387127,0.00002604725,0.00007897299,0.00004719886,0.9426482,0.005317947,0.01402721,0.001012286,0.0362307],"study_design_scores_gemma":[0.000001636578,0.00001469985,0.00002141315,0.000001977923,0.000002225322,0.00000881353,0.000003078835,0.9980885,0.0007468952,0.0009706837,0.0001380814,0.0000019398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02316709,0.0001300772,0.9717539,0.0001904669,0.00002995049,0.00002405911,0.00002495713,0.0003450786,0.004334433],"genre_scores_gemma":[0.9262549,0.0001281025,0.0651687,0.0002156988,0.00003115967,0.00006007742,0.00005678997,0.00004976468,0.008034941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003374068,"threshold_uncertainty_score":0.01128739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781741417139783,"score_gpt":0.2021219039247575,"score_spread":0.1743044897533597,"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."}}