{"id":"W4416424338","doi":"10.22331/q-2025-11-20-1917","title":"A Randomized Method for Simulating Lindblad Equations and Thermal State Preparation","year":2025,"lang":"en","type":"article","venue":"CityU Scholars","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Hamiltonian (control theory); Quantum; Quantum system; Spectral gap; Open quantum system; Jump; Lindblad equation; Quantum algorithm; Convergence (economics)","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":[0.001304892,0.0003810519,0.0006180992,0.0003140138,0.0006450815,0.0006907866,0.002146047,0.001229713,0.00397457],"category_scores_gemma":[0.003126896,0.0003180481,0.0005640975,0.0003138827,0.001214881,0.001152714,0.001072311,0.001308737,0.0005415223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009934041,"about_ca_system_score_gemma":0.001434427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003909301,"about_ca_topic_score_gemma":0.00444888,"domain_scores_codex":[0.999531,0.0001964044,0.00001813629,0.00006145042,0.0001228409,0.00007016405],"domain_scores_gemma":[0.9987321,0.0007256014,0.00008887769,0.0002332246,0.0001394684,0.00008063671],"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":[0.0001622228,0.0001228449,0.0007992385,0.00007673428,0.0000468231,0.0001020269,0.00009699484,0.8146952,0.005344484,0.1604963,0.001105391,0.0169517],"study_design_scores_gemma":[0.00001319318,0.00001085483,0.00001514829,0.000001982737,0.000001797726,0.000004590313,0.000003250906,0.9944184,0.0004593547,0.004827435,0.0002403975,0.000003557533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04963388,0.0001263975,0.9441422,0.0003142554,0.00006993554,0.00008876991,0.00008148021,0.0006841834,0.004858879],"genre_scores_gemma":[0.5530142,0.0001147468,0.4412936,0.000260652,0.00004404096,0.0004109653,0.0001403939,0.0003201685,0.004401322],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00397457,"threshold_uncertainty_score":0.01329625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974956975845883,"score_gpt":0.3544653298530401,"score_spread":0.3347157600945813,"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."}}