{"id":"W4400713682","doi":"10.48550/arxiv.2407.10454","title":"Deflated Dynamics Value Iteration","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; National Research Foundation; Natural Sciences and Engineering Research Council of Canada; Government of Canada; Canadian Institute for Advanced Research","keywords":"Value (mathematics); Dynamics (music); Mathematics; Applied mathematics; Computer science; Physics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011361,0.0002612103,0.0002615784,0.0001878057,0.0000412234,0.00008478884,0.0002700181,0.0003602598,0.00005578857],"category_scores_gemma":[0.000008102709,0.0003062111,0.0001428565,0.0002843173,0.00002447183,0.00005993473,0.0002404923,0.000533507,0.0006200609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152054,"about_ca_system_score_gemma":0.00004622118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000101755,"about_ca_topic_score_gemma":0.00006864071,"domain_scores_codex":[0.9991134,0.0000449015,0.0001991478,0.0003827528,0.00005371228,0.0002060645],"domain_scores_gemma":[0.9993411,0.00003987157,0.00004392429,0.0004462013,0.0000381654,0.00009070687],"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":[0.000002538561,0.000006368203,0.0001428816,0.000549423,0.0001523893,0.0001289328,0.0002476731,0.9633548,0.00002289171,0.03435736,0.0007528376,0.0002819471],"study_design_scores_gemma":[0.0001001662,0.000007416405,0.00005723836,0.0002952914,0.0001058525,0.000006150247,0.00006780597,0.9811407,0.00002694351,0.01740952,0.0004847918,0.0002981068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7469064,0.000323919,0.1863408,0.00003397102,0.003203511,0.0003842469,0.00007947699,0.001375639,0.061352],"genre_scores_gemma":[0.9969155,0.0001150346,0.00005797705,0.00001177597,0.0001227863,0.000001074944,0.0001295367,0.00005294018,0.002593411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500091,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309007523481493,"score_gpt":0.1573307727615525,"score_spread":0.1242406975267376,"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."}}