{"id":"W3163637499","doi":"10.1109/icassp39728.2021.9414863","title":"Hierarchical Coded Elastic Computing","year":2021,"lang":"en","type":"article","venue":"","topic":"Ferroelectric and Negative Capacitance Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Exploit; Elasticity (physics); Cloud computing; Computation; Distributed computing; Scheme (mathematics); Theoretical computer science; Algorithm; Computer security; Operating system; Mathematics","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":[0.00002885937,0.000065035,0.00009042435,0.00002064437,0.00003038703,0.0000170378,0.00004299636,0.00002868457,0.0002399906],"category_scores_gemma":[0.00003842196,0.00006064156,0.00002677,0.0001952094,0.00001615721,0.00003700631,0.00001002903,0.0001225884,0.00008917857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001942821,"about_ca_system_score_gemma":0.00001091931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.538421e-7,"about_ca_topic_score_gemma":0.000004768181,"domain_scores_codex":[0.9995829,0.00001278586,0.000088877,0.00008886029,0.00007004549,0.0001565614],"domain_scores_gemma":[0.999727,0.0001223059,0.000004825084,0.00007050698,0.00003169393,0.00004371325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003922301,0.0002291528,0.006084336,0.0007616731,0.000689821,0.0008099651,0.003376642,0.08485956,0.3558292,0.2773825,0.06862102,0.2013169],"study_design_scores_gemma":[0.0004092187,0.00002632967,0.004741089,0.00004640833,0.0000138851,0.00005014072,0.0002109312,0.8781258,0.1040796,0.001830351,0.01014362,0.0003226065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5394598,0.0008724678,0.2944593,0.0001305814,0.0003576936,0.00004252388,0.000002175181,0.0005654334,0.1641101],"genre_scores_gemma":[0.9954827,0.00002214362,0.003761557,0.0001411754,0.00006617881,9.793973e-7,0.000003947473,0.00001057819,0.0005106842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7932663,"threshold_uncertainty_score":0.2627729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110004745425381,"score_gpt":0.2174526046038665,"score_spread":0.2064521300613284,"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."}}