{"id":"W4321637475","doi":"10.1109/fpl57034.2022.00067","title":"Modeling and Exploration of Elastic CGRAs","year":2022,"lang":"en","type":"article","venue":"","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Parallel computing; Merge (version control); Scheduling (production processes); Latency (audio); Architecture; Computer architecture; Context switch; Compile time; Compiler; Embedded system; Programming language","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":[0.0002491538,0.0000334656,0.00005942325,0.00006910982,0.00005521574,0.0000180922,0.0002039806,0.000008491711,0.000007376056],"category_scores_gemma":[0.000009465827,0.00003218847,0.00001069393,0.0001395772,0.000005658692,0.0003796947,0.0002072895,0.00004012716,8.72333e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436358,"about_ca_system_score_gemma":0.00001559949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004109902,"about_ca_topic_score_gemma":0.000002450431,"domain_scores_codex":[0.999504,0.00005622968,0.0001230129,0.0001163887,0.0001457241,0.00005463682],"domain_scores_gemma":[0.9997322,0.00002448796,0.00002758902,0.0001749762,0.00002539998,0.00001536836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004015124,0.00004588767,0.0001194073,0.00003475514,0.00000888542,0.000004465749,0.003718612,0.04834377,0.02299417,0.9148268,0.0006256701,0.009273576],"study_design_scores_gemma":[0.00003624852,0.00006774265,0.000002483754,0.000002987944,7.962706e-7,0.000006186042,0.0001231054,0.9683009,0.00344568,0.02793421,0.000039726,0.00003992485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01336965,0.00004955615,0.9849908,0.00009021697,0.00004601976,0.00008210832,2.432878e-7,0.0001501056,0.001221291],"genre_scores_gemma":[0.9281592,0.000002414211,0.07169183,0.00003122657,0.000004819979,0.00002960141,2.609559e-7,0.000002365919,0.00007821772],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9199571,"threshold_uncertainty_score":0.1312608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061636857342273,"score_gpt":0.2653835570624615,"score_spread":0.2147671884890388,"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."}}