{"id":"W2963711014","doi":"10.1145/3450975","title":"HyperNOMAD","year":2021,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"MNIST database; Hyperparameter; Computer science; Artificial intelligence; Artificial neural network; Flexibility (engineering); Process (computing); Categorical variable; Machine learning; Deep learning; Field (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":[0.002718454,0.001634375,0.001266467,0.001649623,0.0009086659,0.004266119,0.003421211,0.002160992,0.04196573],"category_scores_gemma":[0.01055236,0.0009010324,0.00174193,0.001980127,0.0009817493,0.004481027,0.003835439,0.003164742,0.02584684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089037,"about_ca_system_score_gemma":0.00171379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716839,"about_ca_topic_score_gemma":0.003187504,"domain_scores_codex":[0.9982286,0.0005915213,0.0001411101,0.0003728789,0.0005432408,0.0001226432],"domain_scores_gemma":[0.9979014,0.0008107539,0.0001228114,0.0007049295,0.000352095,0.0001080204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001037424,0.0003539709,0.002870028,0.00147872,0.0002645255,0.0001806571,0.0003215966,0.03225379,0.003848947,0.09614681,0.3741148,0.4871288],"study_design_scores_gemma":[0.0004567844,0.0002311497,0.001502889,0.000303066,0.00008399114,0.000593058,0.0001224725,0.2307603,0.01264676,0.1723721,0.5807632,0.0001643951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0107043,0.005020156,0.7425773,0.001316922,0.000957287,0.0006458514,0.01619825,0.1673594,0.05522048],"genre_scores_gemma":[0.1386116,0.003098876,0.7649682,0.002232716,0.0003946647,0.002119008,0.03411301,0.02824581,0.02621616],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04196573,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620826938640882,"score_gpt":0.269840259014115,"score_spread":0.2436319896277061,"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."}}