{"id":"W4402157250","doi":"10.1109/icufn61752.2024.10625058","title":"Group-Wise Coding for Coded Distributed Computing Systems with Group Heterogeneity and Communication Delay","year":2024,"lang":"en","type":"article","venue":"","topic":"Stochastic Gradient Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Communication in small groups; Group (periodic table); Coding (social sciences); Distributed computing; Theoretical computer science; Computer network; Mathematics; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007384362,0.0005015021,0.0004369271,0.0003970792,0.0003947013,0.0005475602,0.0005794712,0.0004562148,0.0009152422],"category_scores_gemma":[0.003160329,0.0002007506,0.0002310141,0.0006347609,0.0009485671,0.0007886329,0.0008882542,0.0006860554,0.0001644051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023389,"about_ca_system_score_gemma":0.001429944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002754896,"about_ca_topic_score_gemma":0.002823875,"domain_scores_codex":[0.9995789,0.0001450483,0.00001545315,0.00005177543,0.0001467869,0.00006203696],"domain_scores_gemma":[0.9984503,0.001021153,0.0001604349,0.0001537737,0.000167671,0.00004664043],"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":[0.00008462867,0.00002391851,0.0002956156,0.00006041301,0.00001130548,0.00005969005,0.0001190065,0.9022829,0.008286139,0.05459706,0.0007143695,0.03346505],"study_design_scores_gemma":[0.000007022738,0.00002117337,0.00003520013,0.000006046997,0.000002488133,0.00001476932,0.00001926047,0.9846585,0.002056144,0.01274432,0.0004296914,0.000005379516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02977716,0.0001367137,0.9684302,0.0001519939,0.00001730688,0.00003084867,0.00002460025,0.0001297603,0.001301426],"genre_scores_gemma":[0.7618698,0.0002162285,0.2352271,0.00008152773,0.00002456583,0.0001379669,0.000068587,0.00005442325,0.002319864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002754896,"threshold_uncertainty_score":0.007425189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195455033627822,"score_gpt":0.2637877919504916,"score_spread":0.2418332416142134,"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."}}