{"id":"W2984992025","doi":"10.1109/cdc40024.2019.9030095","title":"Optimal and Approximate Solutions to Linear Quadratic Regulation of a Class of Graphon Dynamical Systems","year":2019,"lang":"en","type":"article","venue":"","topic":"Neural Networks Stability and Synchronization","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quadratic equation; Dynamical systems theory; Scalar (mathematics); Linear dynamical system; Class (philosophy); Eigenvalues and eigenvectors; Optimal control; Dynamical system (definition)","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":[0.0002119493,0.00005904362,0.0001497252,0.00006862614,0.00003037957,0.00002066025,0.0001410983,0.00004343039,0.000004650751],"category_scores_gemma":[0.00001451539,0.00005056377,0.00002608419,0.0003395599,0.0000347083,0.000215732,0.00009996004,0.00003712447,0.000003307654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001564283,"about_ca_system_score_gemma":0.00001983225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004463448,"about_ca_topic_score_gemma":0.00001564659,"domain_scores_codex":[0.9992331,0.00006073572,0.0002561422,0.0001849565,0.000150217,0.0001148018],"domain_scores_gemma":[0.9994567,0.00006455939,0.00007560485,0.0002683751,0.00009359225,0.00004117285],"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":[0.00002236778,0.00009904481,0.002982568,0.0002964161,0.00001327705,1.769863e-7,0.0006224311,0.6167713,0.02197182,0.3559685,0.00004355811,0.001208525],"study_design_scores_gemma":[0.0001194182,0.000132058,0.003300302,0.00003203689,0.000002888146,0.000001952459,0.0000369525,0.9953108,0.000641295,0.0003552151,0.00001318057,0.00005388092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4251589,0.0000246879,0.5742729,0.0001058624,0.00008069048,0.0002112719,0.000001208446,0.00002090514,0.0001235431],"genre_scores_gemma":[0.9780855,0.000003310134,0.02181381,0.0000105601,0.000008954106,0.000004272942,0.000003064542,0.000002755205,0.00006783588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5529265,"threshold_uncertainty_score":0.2061931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271307118966033,"score_gpt":0.2228431585657136,"score_spread":0.2101300873760533,"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."}}