{"id":"W4414633511","doi":"10.1109/cdc57313.2025.11312426","title":"Gaussian behaviors: representations and data-driven control","year":2025,"lang":"en","type":"article","venue":"","topic":"Gaussian Processes and Bayesian Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Gaussian; Model predictive control; Gaussian process; Kalman filter; Gaussian random field; Dynamical systems theory; Subspace topology; Linear system; Stochastic control; Control theory (sociology)","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":[0.00008797232,0.00007887561,0.0001026358,0.00008353989,0.0001236054,0.000309633,0.001022018,0.00004218466,0.0000272887],"category_scores_gemma":[0.00003249304,0.00006454644,0.00001342862,0.0003066895,0.00004879295,0.0006878153,0.0004631126,0.0001030652,0.00001737628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006834559,"about_ca_system_score_gemma":0.00008913885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006296537,"about_ca_topic_score_gemma":0.00005062463,"domain_scores_codex":[0.9991472,0.00002249015,0.0001532872,0.0004304512,0.00009553946,0.0001510614],"domain_scores_gemma":[0.9988593,0.00005587609,0.00003454048,0.0009487846,0.0000405738,0.00006085292],"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":[0.000002745367,0.000067392,0.01463786,0.00002501891,0.00002505245,0.00001606858,0.000137909,0.00001285193,0.0002423939,0.8766382,0.01002888,0.09816565],"study_design_scores_gemma":[0.002510999,0.0001266809,0.3564982,0.0001474031,0.0001218552,0.00006015878,0.0001979766,0.5151072,0.0008892525,0.1026116,0.02099111,0.0007375981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008368245,0.00008414385,0.9667467,0.00919702,0.0001082935,0.0001198504,0.00001025442,0.0001268709,0.02276999],"genre_scores_gemma":[0.9475453,0.00001833246,0.04988518,0.0009482034,0.00001422754,0.00001261778,0.000006668121,0.000002304504,0.001567095],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9467086,"threshold_uncertainty_score":0.2985798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962572285767628,"score_gpt":0.3157437507483046,"score_spread":0.2961180278906283,"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."}}