{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001605265,0.0002674678,0.0001920655,0.0002615876,0.0003723323,0.0004886232,0.0007218024,0.0002939196,0.00308663],"category_scores_gemma":[0.0007535614,0.0001054549,0.0001612844,0.0003788056,0.0005082607,0.0009297759,0.0006664332,0.0004729035,0.000337076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503535,"about_ca_system_score_gemma":0.0006228689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00310347,"about_ca_topic_score_gemma":0.003388324,"domain_scores_codex":[0.9998465,0.00002090937,0.000006305774,0.00002284794,0.000059738,0.00004371384],"domain_scores_gemma":[0.9996244,0.0001133168,0.00003297687,0.0001038718,0.00009134934,0.00003406568],"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":[0.0005199292,0.0001795003,0.001871576,0.0003919442,0.00004754992,0.0004810391,0.0002444827,0.5630251,0.1227015,0.1232215,0.009087361,0.1782286],"study_design_scores_gemma":[0.00001919121,0.0000686452,0.0004023433,0.00001250009,0.00000732891,0.0001004873,0.00003946691,0.9679651,0.01475355,0.01094011,0.005668877,0.00002242321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2431815,0.000888416,0.7185744,0.0006443651,0.0002473554,0.0001814973,0.0002678263,0.001584107,0.03443046],"genre_scores_gemma":[0.9450017,0.0001743883,0.04971068,0.0001241295,0.0000211199,0.00005368971,0.00009271955,0.00003812322,0.004783509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00310347,"threshold_uncertainty_score":0.01032579,"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."}}