{"id":"W3037078431","doi":"10.46298/compositionality-6-4","title":"Homotopy Theoretic and Categorical Models of Neural Information Networks","year":2024,"lang":"en","type":"article","venue":"Compositionality","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Foundational Questions Institute; Silicon Valley Community Foundation; National Science Foundation","keywords":"Categorical variable; Homotopy; Artificial neural network; Mathematics; Computer science; Artificial intelligence; Pure mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001961648,0.00005705273,0.0001014755,0.00009470701,0.00004947546,0.0001270083,0.0002259466,0.00003446351,0.00002231263],"category_scores_gemma":[0.00001092752,0.00004212302,0.00005005662,0.0005863436,0.00009124823,0.000823927,0.000170655,0.0000799527,0.000006186686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001193641,"about_ca_system_score_gemma":0.00001086049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002957633,"about_ca_topic_score_gemma":3.402955e-7,"domain_scores_codex":[0.9993981,0.00004740506,0.0001792826,0.0001289607,0.0001574744,0.00008880117],"domain_scores_gemma":[0.9995515,0.0001584365,0.00002804433,0.0001625471,0.00005074811,0.0000486801],"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":[0.000002318976,0.00001647311,0.00008411171,0.000015475,0.00001239445,0.000002419511,0.00004158561,0.005282857,0.000004474607,0.9793025,0.0001583728,0.01507701],"study_design_scores_gemma":[0.00003209118,0.0000212637,0.004060437,0.000003080897,0.000008137263,0.00001396444,0.000002124998,0.7397557,0.00001113068,0.2557895,0.0002612029,0.00004130193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0170127,0.0006809541,0.9798855,0.001282138,0.00009205016,0.00004073525,0.00001989234,0.00006486139,0.000921147],"genre_scores_gemma":[0.9973034,0.00003681496,0.002393954,0.0001728937,0.00002306036,0.000003730642,0.0000580426,8.256086e-7,0.000007266755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9802907,"threshold_uncertainty_score":0.1717727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133464049398008,"score_gpt":0.2369256078231839,"score_spread":0.2235792028833831,"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."}}