{"id":"W4315488788","doi":"10.1109/cdc51059.2022.9993231","title":"Optimal Network Location in Infinite Horizon LQG Graphon Mean Field Games","year":2022,"lang":"en","type":"article","venue":"2022 IEEE 61st Conference on Decision and Control (CDC)","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mean field theory; Node (physics); Linear-quadratic-Gaussian control; Gaussian; Class (philosophy); Field (mathematics); Mathematics; Horizon; Computer science; Mathematical optimization; Applied mathematics; Optimal control; Artificial intelligence; Pure mathematics; Physics","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":[0.001390296,0.000986385,0.001337458,0.000522888,0.0004151842,0.001276036,0.001428676,0.001451276,0.002502892],"category_scores_gemma":[0.004872307,0.0004490868,0.0004889134,0.0005425251,0.001769223,0.001980488,0.0009993541,0.00114558,0.0001795913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823091,"about_ca_system_score_gemma":0.00114244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005553926,"about_ca_topic_score_gemma":0.003265549,"domain_scores_codex":[0.9993518,0.0002938605,0.00001590748,0.0001299057,0.00008136551,0.0001270828],"domain_scores_gemma":[0.9980325,0.001295633,0.0002923362,0.00005011525,0.0001562379,0.0001731642],"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":[0.00009516712,0.0000360191,0.0004296034,0.00007071518,0.0000290904,0.0001247586,0.00006396992,0.8443025,0.0008224984,0.1496478,0.001000035,0.003377927],"study_design_scores_gemma":[0.00001596869,0.00002546511,0.00008526185,0.000005877241,0.000005514179,0.00001209854,0.00002194068,0.9589075,0.0001011201,0.0405844,0.0002265539,0.00000832679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08371904,0.0003637312,0.9081172,0.0009647969,0.00007496958,0.00005763849,0.0001859894,0.0001094115,0.006407283],"genre_scores_gemma":[0.9703572,0.0002792791,0.02376159,0.000193542,0.00004619543,0.000116429,0.0001025969,0.00003777109,0.005105295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005553926,"threshold_uncertainty_score":0.01322758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04726647935961854,"score_gpt":0.3210221523611729,"score_spread":0.2737556730015543,"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."}}