{"id":"W4413679804","doi":"10.1109/compsac65507.2025.00100","title":"Graph Neural Network-Based Internet Traffic Prediction in 6G Networks with Genetic Algorithm Hyperparameter Optimization","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Computing and Algorithms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Hyperparameter; Computer science; Artificial neural network; Artificial intelligence; Genetic algorithm; The Internet; Machine learning; Algorithm","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":[0.0002456476,0.0001365418,0.0001585807,0.0001313606,0.0001915276,0.00008897393,0.0001730028,0.0001095106,0.0000461571],"category_scores_gemma":[0.00001812609,0.0001197728,0.00004576852,0.001035466,0.0001481095,0.0001082666,0.00002146927,0.0001972827,0.000001652334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007989434,"about_ca_system_score_gemma":0.00008020487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002950095,"about_ca_topic_score_gemma":0.0004193577,"domain_scores_codex":[0.9986811,0.0001800538,0.0002345143,0.0003164625,0.0001858901,0.0004020188],"domain_scores_gemma":[0.9995447,0.0001350335,0.00006037516,0.0001305848,0.00006403854,0.00006524585],"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":[0.000015565,0.000032555,0.002447099,0.000001706992,0.000007796239,0.000003586578,0.000126653,0.8674158,5.872541e-8,0.00008892507,0.0003058496,0.1295544],"study_design_scores_gemma":[0.0004995529,0.0000831428,0.002029115,0.00006060292,0.00001445569,7.230844e-7,0.000146799,0.996422,0.000001426906,0.0001036192,0.0005141741,0.0001243764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02798272,0.0001638915,0.9685767,0.0002595129,0.0005872729,0.0002826183,8.923153e-7,0.0002469304,0.001899446],"genre_scores_gemma":[0.7256702,0.00002888874,0.2720332,0.0005080444,0.0003125466,0.00003254186,0.000018308,0.00001465648,0.001381645],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6976874,"threshold_uncertainty_score":0.4884194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007543599437189198,"score_gpt":0.2464147458914507,"score_spread":0.2388711464542616,"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."}}