{"id":"W6948022443","doi":"10.48448/bdcn-w987","title":"GENNAPE: Towards Generalized Neural Architecture Performance Estimators","year":2023,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial neural network; Architecture; Graph; Estimator; Time delay neural network; Network architecture; Deep neural networks; Computation","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":[0.002134198,0.001479557,0.0008119231,0.001048247,0.0002577372,0.0008891781,0.002055089,0.001049802,0.001490694],"category_scores_gemma":[0.008671353,0.0005110155,0.0004882942,0.0005711159,0.000743683,0.001577569,0.00133608,0.001913518,0.0005652652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009524145,"about_ca_system_score_gemma":0.001201824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003968994,"about_ca_topic_score_gemma":0.007089487,"domain_scores_codex":[0.9992255,0.0002210239,0.00003575135,0.0002350706,0.0002047788,0.00007791718],"domain_scores_gemma":[0.9975004,0.001276734,0.0002700287,0.000381423,0.0004992455,0.00007228697],"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":[0.0001090114,0.00006270016,0.004457806,0.0001215923,0.0001183418,0.00004516093,0.00005642614,0.8291204,0.004496582,0.005422622,0.002624034,0.1533653],"study_design_scores_gemma":[0.000005076548,0.00003160461,0.0003394569,0.00000971083,0.000007957117,0.00001209353,0.000006689826,0.9944972,0.001422361,0.003318862,0.000343759,0.000005266747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05016632,0.000729581,0.9428636,0.0001984063,0.00004783803,0.00006500129,0.0002912948,0.004069157,0.001568636],"genre_scores_gemma":[0.7078458,0.0003428175,0.2866718,0.0002727772,0.00005138575,0.0002590767,0.001491493,0.0006521941,0.002412573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003968994,"threshold_uncertainty_score":0.01128685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03706189682373386,"score_gpt":0.2642704845473378,"score_spread":0.227208587723604,"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."}}