{"id":"W173759896","doi":"","title":"Simplified neural architectures for symmetric boolean functions","year":2000,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Artificial neural network; Boolean function; Network topology; Computer science; Computation; Topology (electrical circuits); Simple (philosophy); Boolean network; Stochastic neural network; Theoretical computer science; Time delay neural network; Algorithm; Artificial intelligence; 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":[0.0003024577,0.000466707,0.0005750947,0.0003753813,0.0002710755,0.0009392017,0.0009943576,0.0007169354,0.01147985],"category_scores_gemma":[0.001117296,0.0003074891,0.0005622591,0.0003945997,0.0004687492,0.001366156,0.0005768057,0.0008852016,0.001684132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007670266,"about_ca_system_score_gemma":0.0006069131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002894021,"about_ca_topic_score_gemma":0.007335976,"domain_scores_codex":[0.9998541,0.00003891874,0.00001170962,0.00002740378,0.00003793158,0.0000299518],"domain_scores_gemma":[0.9997827,0.00008326334,0.00001702848,0.00004724053,0.00005103804,0.00001869086],"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":[0.0002325415,0.0000572972,0.0002672023,0.0001877277,0.00007438948,0.0001324786,0.00005661768,0.5775905,0.01084514,0.2562552,0.006577959,0.1477229],"study_design_scores_gemma":[0.00001818579,0.00002878227,0.0001320578,0.00001165857,0.00001716843,0.00003546527,0.00000723149,0.9052284,0.001543391,0.09016639,0.002801602,0.000009589583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09529688,0.001906678,0.8644912,0.0007901541,0.000422708,0.00008217678,0.000705317,0.001038762,0.03526619],"genre_scores_gemma":[0.828113,0.001560987,0.1398076,0.0002055734,0.0001817712,0.0001368927,0.0008699707,0.0001413974,0.02898285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01147985,"threshold_uncertainty_score":0.03840393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241705784650486,"score_gpt":0.2211244625405215,"score_spread":0.2087074046940166,"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."}}