{"id":"W4392175292","doi":"10.1109/globecom54140.2023.10437897","title":"Transfer Learning for Online Prediction of Virtual Reality Cloud Gaming Traffic","year":2023,"lang":"en","type":"article","venue":"","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Cloud computing; Virtual reality; Transfer of learning; Multimedia; Human–computer interaction; Artificial intelligence; Operating system","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":[0.0005590614,0.00008447073,0.0001367046,0.0001265916,0.00006123273,0.00002759387,0.0004581264,0.00005833291,0.00000640363],"category_scores_gemma":[0.0001017129,0.00007974218,0.0000607548,0.0004234305,0.00003086478,0.0003602021,0.00009057432,0.00009620799,0.000003536815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001827421,"about_ca_system_score_gemma":0.00003201667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001865227,"about_ca_topic_score_gemma":0.00001325428,"domain_scores_codex":[0.9990572,0.00004703363,0.0002546263,0.0002795076,0.000175484,0.0001861252],"domain_scores_gemma":[0.9993607,0.0001917703,0.00003191837,0.000320614,0.00005750213,0.00003754164],"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":[0.00003745908,0.0002064216,0.0002124077,0.00009515047,0.00004614132,0.000004603099,0.001962959,0.01280589,0.0144929,0.06682251,0.02375453,0.879559],"study_design_scores_gemma":[0.0004051189,0.0007815034,0.002136141,0.00005834495,0.00001219049,0.000004391848,0.0002022518,0.9637825,0.01954412,0.0004992568,0.01242689,0.0001472677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2309327,0.000002566322,0.7666019,0.0002939603,0.0001400568,0.0001470444,0.00007861988,0.001592987,0.0002102679],"genre_scores_gemma":[0.9432194,0.00001734115,0.05582168,0.00003560593,0.00008674832,0.00002386966,0.0002291558,0.00001190222,0.000554299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9509766,"threshold_uncertainty_score":0.3251792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05134982231034307,"score_gpt":0.2987653098318104,"score_spread":0.2474154875214674,"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."}}