{"id":"W2970395278","doi":"","title":"Fast AutoAugment","year":2019,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Generalization; Code (set theory); Matching (statistics); Image (mathematics); Artificial intelligence; Source code; Pattern recognition (psychology); Machine learning; Set (abstract data type)","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":[0.001173933,0.001310923,0.001368944,0.001204218,0.0007477073,0.001121425,0.002032854,0.001430989,0.005671062],"category_scores_gemma":[0.006279128,0.0008870554,0.001133073,0.001185764,0.001264271,0.00266336,0.003024309,0.001907987,0.002171637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008611977,"about_ca_system_score_gemma":0.001709841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004783494,"about_ca_topic_score_gemma":0.005793049,"domain_scores_codex":[0.9991991,0.0001756174,0.00005454322,0.000235927,0.0002182921,0.0001165137],"domain_scores_gemma":[0.9982292,0.0007241578,0.0001696526,0.0005663048,0.0002436506,0.00006699862],"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":[0.0004887714,0.0002071379,0.003283427,0.0002172854,0.0001262446,0.0002055048,0.0002785496,0.2152196,0.01845102,0.01578606,0.02194301,0.7237935],"study_design_scores_gemma":[0.00003187617,0.00008584632,0.0002577872,0.00002529861,0.00001687022,0.0001435224,0.00003382765,0.9721654,0.01105871,0.01115784,0.005005264,0.00001780978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0476151,0.0009739094,0.9307452,0.0004649103,0.0001612711,0.0002072611,0.0003897336,0.0151927,0.004249961],"genre_scores_gemma":[0.4429951,0.00043701,0.5472218,0.0007349953,0.00008819535,0.0004681986,0.001406101,0.001544867,0.005103742],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005671062,"threshold_uncertainty_score":0.01897156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182337906363037,"score_gpt":0.2441420494707218,"score_spread":0.2323186704070914,"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."}}