{"id":"W4404133584","doi":"10.1145/3649329.3655927","title":"A High-Performance Stochastic Simulated Bifurcation Ising Machine","year":2024,"lang":"en","type":"article","venue":"","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Shanghai Rising-Star Program; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Bifurcation; Computer science; Ising model; Statistical physics; Control theory (sociology); Physics; Artificial intelligence; Nonlinear system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000180198,0.0001717735,0.0002916296,0.0002090164,0.0003535823,0.0003378462,0.0004798444,0.0003418322,0.001401373],"category_scores_gemma":[0.0004136253,0.0001272499,0.0001886256,0.0002570135,0.0002663009,0.0003718316,0.0002409551,0.0003294516,0.0002290066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003812712,"about_ca_system_score_gemma":0.0006102974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006718279,"about_ca_topic_score_gemma":0.0007945051,"domain_scores_codex":[0.9998974,0.0000267086,0.0000055375,0.00001725197,0.00004033443,0.00001294604],"domain_scores_gemma":[0.999873,0.00003432994,0.00001414051,0.00002484927,0.00002984521,0.00002381606],"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":[0.0004560515,0.0003222674,0.003203695,0.0002516726,0.00008729657,0.0003277112,0.0001247595,0.5190098,0.2049437,0.1408281,0.006445587,0.1239993],"study_design_scores_gemma":[0.00002478612,0.0000983566,0.0002378588,0.000003609344,0.000007394946,0.00002844885,0.000004476283,0.9768823,0.01521018,0.003718992,0.003775141,0.000008382785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4600009,0.0005864111,0.5130693,0.0007641301,0.0001863926,0.0001271063,0.0002064865,0.002555135,0.02250409],"genre_scores_gemma":[0.8839977,0.0001007597,0.1133807,0.00005933599,0.00001684441,0.00007287713,0.0001324481,0.00002928054,0.002209981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001401373,"threshold_uncertainty_score":0.004688025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006816445109501092,"score_gpt":0.2258829622561872,"score_spread":0.2190665171466861,"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."}}