{"id":"W2156102726","doi":"10.1109/fccm.2013.37","title":"High-Level Description and Synthesis of Floating-Point Accumulators on FPGA","year":2013,"lang":"en","type":"article","venue":"","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Dataflow; Compiler; Parallel computing; High-level synthesis; Field-programmable gate array; Control flow; Data flow diagram; Synchronization (alternating current); Compile time; Computer architecture; 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":[0.000349877,0.0001213555,0.0002064087,0.0001451816,0.00004333076,0.0001072491,0.0003839009,0.0000756744,0.00003682166],"category_scores_gemma":[0.0001376155,0.00009664279,0.00003530246,0.0001593349,0.00003299623,0.0006193794,0.0001272912,0.00006397837,0.00005436556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003685298,"about_ca_system_score_gemma":0.00001624804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008634567,"about_ca_topic_score_gemma":0.00000814496,"domain_scores_codex":[0.9989457,0.00009903056,0.000296742,0.0002758802,0.000223435,0.0001592194],"domain_scores_gemma":[0.9989727,0.0002331625,0.0001260069,0.0005002188,0.0001024729,0.00006543884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009589071,0.0003462443,0.001949843,0.0002055855,0.00006898423,0.000005453467,0.001631604,0.00006088877,0.2171549,0.5138078,0.02411318,0.2406459],"study_design_scores_gemma":[0.0001382967,0.0002256316,0.007405788,0.0001535976,0.000005359236,0.000009057857,0.00006944522,0.01696961,0.9544162,0.02032824,0.00004266753,0.0002361079],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2523797,0.00001354101,0.743695,0.0002716686,0.000116792,0.0003485593,0.000001109981,0.0003669972,0.002806738],"genre_scores_gemma":[0.7807251,0.000002924138,0.2189452,0.00008557556,0.00001595535,0.00003007136,1.474179e-7,0.00000706456,0.0001879814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7372613,"threshold_uncertainty_score":0.3940979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04307370527701854,"score_gpt":0.2462332448731347,"score_spread":0.2031595395961161,"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."}}