{"id":"W4206613742","doi":"10.3390/math9243216","title":"The Representation Theory of Neural Networks","year":2021,"lang":"en","type":"article","venue":"MDPI (MDPI AG)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Quiver; Artificial neural network; Representation (politics); Computer science; Theoretical computer science; Moduli space; Algebraic number; Artificial intelligence; Mathematics; Algebra over a field; Pure 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":[0.002241118,0.0008201895,0.0008512772,0.001890096,0.001128968,0.004539076,0.001508084,0.0018263,0.006119315],"category_scores_gemma":[0.00484866,0.0004698208,0.001336491,0.001625958,0.005291607,0.008353962,0.002162845,0.003354713,0.001310795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002190938,"about_ca_system_score_gemma":0.0009362016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511101,"about_ca_topic_score_gemma":0.0007710794,"domain_scores_codex":[0.9984745,0.0006634273,0.00009812803,0.0002622764,0.0003803314,0.000121364],"domain_scores_gemma":[0.9982672,0.0009192692,0.0001435786,0.0003045305,0.0002945739,0.00007082554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002066391,0.000002046177,0.00002662803,0.00002503684,0.000005503722,0.00001059644,0.00002911668,0.002271466,0.00007507556,0.9948724,0.0003858648,0.002294294],"study_design_scores_gemma":[0.00000229933,0.000005414887,0.00002363252,0.00001861841,0.000002779891,0.00001672192,0.00001007219,0.01465185,0.00006753511,0.982174,0.003022373,0.000004610581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0118459,0.005419141,0.9190844,0.003689008,0.0004242169,0.00005235186,0.0002636958,0.0002395964,0.05898165],"genre_scores_gemma":[0.6872482,0.01158691,0.2685039,0.002173337,0.002055989,0.0005583093,0.0007520314,0.0003196508,0.02680161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006119315,"threshold_uncertainty_score":0.02047116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064930643601671,"score_gpt":0.2633804152011367,"score_spread":0.24273110876512,"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."}}