{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007750154,0.0006239515,0.0005886003,0.0003626428,0.0003118517,0.0008520241,0.0004904463,0.001128237,0.001268292],"category_scores_gemma":[0.002855358,0.0002613032,0.0004330462,0.0002580691,0.001399031,0.0009729647,0.0009644268,0.0008302032,0.0001049101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007150007,"about_ca_system_score_gemma":0.0005689148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797378,"about_ca_topic_score_gemma":0.001773815,"domain_scores_codex":[0.9997014,0.0001230071,0.00001167202,0.00006903865,0.00005608747,0.00003866185],"domain_scores_gemma":[0.9991685,0.0005685648,0.0001214727,0.00003320981,0.00007143513,0.00003675517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004148728,0.00002611335,0.0003240531,0.00008601983,0.00002683274,0.00007286713,0.00009962662,0.908997,0.00319201,0.08114146,0.000398138,0.005594376],"study_design_scores_gemma":[0.000005438751,0.00001582979,0.00005855646,0.000003453456,0.000002232438,0.000006505672,0.00001194039,0.987523,0.0002168939,0.01202311,0.0001288289,0.000004162633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.138469,0.0005522386,0.851859,0.0005822303,0.00005108748,0.00005498419,0.00005311654,0.0001494741,0.008228787],"genre_scores_gemma":[0.9698281,0.000251531,0.0270521,0.00008134357,0.00002930299,0.00008969776,0.00005495673,0.00002843818,0.002584509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002797378,"threshold_uncertainty_score":0.005562186,"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."}}