{"id":"W4414492220","doi":"10.22323/1.501.1127","title":"Enhancements to the IceCube Extremely High Energy Neutrino Selection using Graph & Transformer Based Neural Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Experimental Program to Stimulate Competitive Research; Marsden Fund; Japan Society for the Promotion of Science; Deutsches Elektronen-Synchrotron; Natural Sciences and Engineering Research Council of Canada; Office of Polar Programs; College of Engineering, Michigan State University; Chiba University; Alliance de recherche numérique du Canada; Helmholtz Alliance for Astroparticle Physics; Institute for Global Prominent Research, Chiba University; RWTH Aachen University; Knut och Alice Wallenbergs Stiftelse; Villum Fonden; National Research Foundation of Korea; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation; Belgian Federal Science Policy Office; Deutsche Forschungsgemeinschaft; Michigan State University; National Research Foundation; University of Wisconsin-Madison; Vetenskapsrådet; U.S. Department of Energy; Office of Advanced Cyberinfrastructure; European Commission; Western Canada Research Grid; Fonds De La Recherche Scientifique - FNRS; Polarforskningssekretariatet; Fonds Wetenschappelijk Onderzoek; Nvidia; Marquette University","keywords":"Neutrino; Muon; Artificial neural network; COSMIC cancer database; Graph; Cosmic ray; Transformer; Event (particle physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005059634,0.0005119945,0.0002720078,0.0004618246,0.0002187331,0.000466976,0.0008668578,0.0003708687,0.001722021],"category_scores_gemma":[0.001101002,0.0001623643,0.0003283911,0.0004389018,0.0002020685,0.0005652043,0.0005632642,0.0005326424,0.0004725726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000439449,"about_ca_system_score_gemma":0.0004297049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006168314,"about_ca_topic_score_gemma":0.01170231,"domain_scores_codex":[0.999846,0.00003158302,0.000004448476,0.00003246835,0.000063295,0.00002229771],"domain_scores_gemma":[0.9996899,0.00009809675,0.00003424127,0.00004583981,0.0001073174,0.00002454822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000741636,0.0002621885,0.01069228,0.00006984012,0.0001091684,0.0002225332,0.00005735629,0.5528984,0.04883028,0.005122405,0.005762857,0.3752311],"study_design_scores_gemma":[0.00001148899,0.00003766972,0.000773066,0.000002449959,0.000006368598,0.00001797805,0.000006311413,0.9889637,0.008022455,0.001411181,0.0007421749,0.000005038822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2995351,0.000216628,0.6816909,0.0004317253,0.0000791796,0.00009811489,0.0005526054,0.007149197,0.01024658],"genre_scores_gemma":[0.7712201,0.00008551783,0.2229461,0.0001724208,0.0000262099,0.00003630527,0.001172662,0.0002345105,0.004106138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006168314,"threshold_uncertainty_score":0.01226479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137773811570965,"score_gpt":0.232636563567026,"score_spread":0.2212588254513163,"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."}}