{"id":"W3212694181","doi":"","title":"Clockwork Variational Autoencoders","year":2021,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Clockwork; Computer science; Artificial intelligence; Benchmark (surveying); Abstraction; Hierarchy; Machine learning; Term (time); Pattern recognition (psychology)","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":[0.001214545,0.0009002897,0.0009488021,0.000523445,0.0003946896,0.0009605149,0.001845528,0.001425622,0.00414775],"category_scores_gemma":[0.00441935,0.0006166803,0.0007348428,0.0005741661,0.001263042,0.001738049,0.00132035,0.002615425,0.0007225868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082022,"about_ca_system_score_gemma":0.0008935001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006955208,"about_ca_topic_score_gemma":0.009430983,"domain_scores_codex":[0.9996285,0.0001007223,0.00001755108,0.0001259837,0.00007574083,0.00005140437],"domain_scores_gemma":[0.9984633,0.0009603825,0.0001153266,0.0002153527,0.0001732617,0.00007236972],"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":[0.00007506525,0.00002843496,0.0009265499,0.00003969867,0.00003680898,0.00004349294,0.00003662365,0.9330049,0.001272151,0.03144445,0.002670337,0.03042162],"study_design_scores_gemma":[0.00000270469,0.000005131558,0.00003589222,0.000002942377,0.000001373634,0.000004018483,0.000001670525,0.9948532,0.0002495906,0.004651018,0.0001904416,0.000002066796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03886823,0.0006820188,0.9544376,0.0006189817,0.0001008433,0.00005049419,0.0003901968,0.0008444069,0.004007353],"genre_scores_gemma":[0.8043442,0.0005213221,0.1820654,0.0003687446,0.00009708767,0.0001844724,0.001069281,0.0003041999,0.01104523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006955208,"threshold_uncertainty_score":0.01387554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130930836083443,"score_gpt":0.2217111645024027,"score_spread":0.2086180808940584,"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."}}