{"id":"W2963235055","doi":"10.48550/arxiv.1806.04418","title":"Quaternion Recurrent Neural Networks","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quaternion; Computer science; Recurrent neural network; Artificial neural network; Artificial intelligence; Mathematics; Geometry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00292873,0.0004211744,0.0003711119,0.0001398677,0.0004881965,0.001019353,0.003592625,0.0003126772,0.00005664861],"category_scores_gemma":[0.0002063624,0.0004248355,0.0002626319,0.0005344024,0.0002162968,0.0002485965,0.003872316,0.0008932062,0.00007701202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009301802,"about_ca_system_score_gemma":0.0001169654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003265744,"about_ca_topic_score_gemma":0.000374692,"domain_scores_codex":[0.9941316,0.003032535,0.0006079297,0.001251093,0.0004455062,0.0005313819],"domain_scores_gemma":[0.9932958,0.0007365043,0.0005915544,0.003606974,0.001500335,0.0002688329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001146148,0.0009616996,0.001598733,0.0001354117,0.0001064511,0.00001228995,0.003757913,0.004492809,0.0003065197,0.344189,0.02597262,0.6184551],"study_design_scores_gemma":[0.0002193773,6.208931e-7,0.001467017,0.0006131108,0.00001903723,0.000011893,0.000006117073,0.9705014,0.001927027,0.007797453,0.01693475,0.0005022546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0223006,0.0008567256,0.9495931,0.01607314,0.001005272,0.000532362,0.00001627073,0.000588738,0.009033816],"genre_scores_gemma":[0.9232691,0.0007031665,0.07206307,0.0003337613,0.0002173655,0.0001917938,0.0003209698,0.00005288848,0.002847876],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9660085,"threshold_uncertainty_score":0.9998204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821758132357187,"score_gpt":0.2418257570499574,"score_spread":0.2236081757263856,"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."}}