{"id":"W4417416030","doi":"10.1117/12.3089641","title":"Differentiable quantum circuit design for adaptive reinforcement learning in communication systems","year":2025,"lang":"","type":"article","venue":"","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Reinforcement learning; Differentiable function; Communications system; Control theory (sociology); Quantum; Adaptive control; Control system","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":[0.0006073224,0.0002690127,0.0005170139,0.0002482573,0.000385875,0.0008742586,0.0009746286,0.000970915,0.005286161],"category_scores_gemma":[0.001796472,0.0002255974,0.0002587645,0.0002839134,0.0008581438,0.0008963887,0.0006546252,0.001126355,0.0004072601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001105092,"about_ca_system_score_gemma":0.0008342922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217607,"about_ca_topic_score_gemma":0.002000686,"domain_scores_codex":[0.9997849,0.00006962875,0.000008044884,0.00003666201,0.00006933845,0.0000315158],"domain_scores_gemma":[0.9995404,0.0002499407,0.0000291536,0.00005120282,0.00009939746,0.00002983158],"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":[0.0001267457,0.00009699314,0.0003269472,0.0001310911,0.00003403533,0.00005904177,0.00008665263,0.5140128,0.008760875,0.41202,0.002058238,0.06228654],"study_design_scores_gemma":[0.00001647058,0.00002760202,0.00004092083,0.000006257091,0.000004873724,0.00001066442,0.000005056189,0.9550107,0.0008952451,0.04323413,0.0007426094,0.000005463849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02221505,0.000261292,0.967191,0.0004619774,0.00006510607,0.00005264235,0.00003127269,0.0001690824,0.009552606],"genre_scores_gemma":[0.8926181,0.0002164967,0.1015675,0.0001621139,0.00003052852,0.0001118107,0.00002741279,0.00005948414,0.005206563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005286161,"threshold_uncertainty_score":0.01768398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568913908186302,"score_gpt":0.2590631140341316,"score_spread":0.2233739749522685,"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."}}