{"id":"W3045465472","doi":"10.3390/math9243216","title":"The Representation Theory of Neural Networks","year":2021,"lang":"en","type":"preprint","venue":"Mathematics","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":4,"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":[0.002067578,0.0008126365,0.0008048897,0.0018135,0.001108098,0.004309842,0.001443478,0.001753904,0.006142593],"category_scores_gemma":[0.004713003,0.0004535012,0.001246633,0.00157385,0.005040698,0.008376523,0.00211863,0.00323329,0.001307756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109566,"about_ca_system_score_gemma":0.0008590329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401078,"about_ca_topic_score_gemma":0.000728972,"domain_scores_codex":[0.9985791,0.0006206651,0.00008621639,0.0002431454,0.0003539659,0.0001168531],"domain_scores_gemma":[0.9983841,0.0008508755,0.0001406541,0.0002805506,0.0002734212,0.00007044473],"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":[0.000002140604,0.000002114572,0.00002811766,0.00002440478,0.000005363341,0.0000107266,0.0000294986,0.002183204,0.00008446693,0.9949203,0.0003966805,0.002312938],"study_design_scores_gemma":[0.00000218892,0.000005104557,0.00002439325,0.00001691059,0.000002582126,0.00001681088,0.0000103602,0.01407667,0.00007154895,0.9828569,0.002912276,0.00000431131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01480261,0.005379195,0.91482,0.003700282,0.0004276609,0.0000509492,0.0002706512,0.0002511575,0.06029755],"genre_scores_gemma":[0.722685,0.01056906,0.234025,0.002065953,0.001881186,0.000478768,0.0007053096,0.00032278,0.02726688],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006142593,"threshold_uncertainty_score":0.020549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786282891710747,"score_gpt":0.2866147282350444,"score_spread":0.2487518993179369,"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."}}