{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002227393,0.00007705533,0.00009541933,0.00001361148,0.0002400533,0.0001279624,0.0005605714,0.00003391101,0.00001585656],"category_scores_gemma":[0.00003575284,0.00005444335,0.00007831587,0.000454278,0.0000701733,0.000155287,0.0002311863,0.000126887,0.000008820425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008269272,"about_ca_system_score_gemma":0.00002237024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007624302,"about_ca_topic_score_gemma":0.00001507024,"domain_scores_codex":[0.9990499,0.0001396548,0.0002068428,0.0002496997,0.0001598134,0.000194113],"domain_scores_gemma":[0.998583,0.0004346956,0.00009843434,0.0007365764,0.0001010881,0.00004623313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000857073,0.00005537258,0.0006577479,0.000004277838,0.00002335999,0.0000151287,0.0002220154,0.01828764,0.001051505,0.6619352,0.009294752,0.3084445],"study_design_scores_gemma":[0.0003299429,0.00004636182,0.01486828,0.0000190661,0.00001943453,0.00004296982,0.0001533747,0.8649575,0.00674017,0.09057262,0.02200315,0.0002472007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06976287,0.002633232,0.9063538,0.0109136,0.001266518,0.000340496,0.000003201006,0.0001977913,0.00852854],"genre_scores_gemma":[0.9964375,0.0001173605,0.0013329,0.0004681489,0.0001826011,0.00002595211,0.000005520926,0.000006686852,0.001423334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9266746,"threshold_uncertainty_score":0.2220135,"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."}}