{"id":"W1990406629","doi":"10.1109/ijcnn.2013.6706982","title":"On the convergence of techniques that improve value iteration","year":2013,"lang":"en","type":"article","venue":"","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Mathematical proof; Convergence (economics); Exploit; Mathematical optimization; Value (mathematics); Simple (philosophy); Bellman equation; Reduction (mathematics); Mathematics","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":[0.01074673,0.001620451,0.001904313,0.001924247,0.0008532677,0.00153541,0.002062472,0.001579406,0.00418109],"category_scores_gemma":[0.05056254,0.0008245143,0.001548548,0.001584831,0.00318749,0.003902877,0.003502718,0.004210187,0.0009251671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001856351,"about_ca_system_score_gemma":0.002926174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845356,"about_ca_topic_score_gemma":0.002171724,"domain_scores_codex":[0.9947636,0.002670354,0.0002364478,0.0006523824,0.00121861,0.0004586047],"domain_scores_gemma":[0.9680825,0.02594498,0.001183621,0.002336806,0.002057305,0.0003948732],"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":[0.0004915623,0.0002051589,0.001546556,0.0003221645,0.0001355307,0.000074612,0.0005389907,0.5319501,0.003051276,0.2594104,0.002995055,0.1992786],"study_design_scores_gemma":[0.00004264186,0.0001432272,0.0001507118,0.00006311104,0.00002379509,0.00004705416,0.00003830178,0.9029298,0.002054793,0.09277049,0.001718233,0.00001784184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008273169,0.0004389265,0.9863495,0.0002358874,0.00005535409,0.00006345403,0.00001859729,0.0002627036,0.004302368],"genre_scores_gemma":[0.3605763,0.0007992957,0.6332676,0.0003144518,0.0001126164,0.0003308488,0.0001216959,0.0003969728,0.004080324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01074673,"threshold_uncertainty_score":0.05683482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07815358171636357,"score_gpt":0.3600229466997835,"score_spread":0.28186936498342,"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."}}