{"id":"W4400612293","doi":"","title":"Fully analog 28nm FD-SOI hardware solution for drift and variability mitigation of embedded PCM memories in spiking neural networks","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Silicon on insulator; Computer science; Artificial neural network; Spiking neural network; Computer hardware; Electronic engineering; Materials science; Engineering; Optoelectronics; Artificial intelligence; Silicon","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":[0.0001101322,0.0002459433,0.0001428313,0.0002157971,0.0002798396,0.0004289444,0.0006976859,0.0002878648,0.004497348],"category_scores_gemma":[0.0003076325,0.00009074856,0.0001250798,0.0001697103,0.0001344932,0.0004082896,0.0002294227,0.0002418488,0.0005857808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428497,"about_ca_system_score_gemma":0.0005681214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190327,"about_ca_topic_score_gemma":0.005269111,"domain_scores_codex":[0.9999298,0.000006090995,0.000004364244,0.00001881948,0.00002534572,0.00001552796],"domain_scores_gemma":[0.999845,0.00002625471,0.00002061444,0.00002445118,0.00007090901,0.00001276188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005222475,0.0002021181,0.001821665,0.0005405928,0.00006569422,0.0002964041,0.0003170858,0.01771259,0.7323488,0.01216555,0.008011301,0.2259959],"study_design_scores_gemma":[0.0001096881,0.001305187,0.004341434,0.000150688,0.0001108575,0.000854375,0.0002430171,0.2137426,0.7185498,0.006348028,0.05419644,0.00004792411],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5940781,0.003535018,0.3501484,0.001708121,0.0007534456,0.000148752,0.0009859012,0.003374061,0.0452682],"genre_scores_gemma":[0.9475309,0.000326638,0.04262191,0.000194275,0.00004374313,0.00003128838,0.0001806244,0.00005966263,0.009011057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004497348,"threshold_uncertainty_score":0.01504511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00910375493985592,"score_gpt":0.2207016102293717,"score_spread":0.2115978552895158,"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."}}