{"id":"W4387335360","doi":"10.1016/j.aop.2023.169471","title":"Framework for learning and control in the classical and quantum domains","year":2023,"lang":"en","type":"article","venue":"Annals of Physics","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Physics; Quantum; Formalism (music); Computer science; Artificial intelligence; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003506243,0.0000564523,0.0001154561,0.00001852726,0.00009622486,0.0000590172,0.0001925384,0.00002983808,7.387608e-8],"category_scores_gemma":[0.00005547942,0.00003762331,0.00003404851,0.0002596753,0.00004683694,0.00008249434,0.000100106,0.0001515422,5.30628e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":6.974149e-7,"about_ca_system_score_gemma":0.000006821402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002450379,"about_ca_topic_score_gemma":8.892131e-7,"domain_scores_codex":[0.9994201,0.00006404038,0.00009915363,0.0001391646,0.00009840301,0.0001791271],"domain_scores_gemma":[0.9986973,0.001099319,0.0000506414,0.0001015065,0.00002704144,0.00002416642],"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":[0.00001422044,0.00003711591,0.002517161,0.0000475718,0.00001617881,0.000007794067,0.001240836,0.003092011,0.000369662,0.8993118,0.001366283,0.09197932],"study_design_scores_gemma":[0.0001757614,0.0001151687,0.00327532,0.00004312339,0.00000168552,9.276043e-7,0.00006456899,0.6541613,0.0001115894,0.3404553,0.001539065,0.00005627894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4152791,0.000253132,0.568073,0.01606035,0.00008647927,0.0001735401,0.00000118683,0.00004066863,0.0000325271],"genre_scores_gemma":[0.9975885,0.00009649988,0.001577521,0.0005767008,0.0001421887,0.000005518692,4.563163e-7,0.00000372765,0.000008937785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6510692,"threshold_uncertainty_score":0.1534234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06478519674746178,"score_gpt":0.3439470623149173,"score_spread":0.2791618655674556,"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."}}