{"id":"W4407630614","doi":"10.1007/s00220-025-05240-6","title":"Lower Bound for Simulation Cost of Open Quantum Systems: Lipschitz Continuity Approach","year":2025,"lang":"en","type":"article","venue":"Communications in Mathematical Physics","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Toronto","funders":"Canada First Research Excellence Fund","keywords":"Lipschitz continuity; Complex system; Quantum; Mathematics; Upper and lower bounds; Lipschitz domain; Pure mathematics; Statistical physics; Applied mathematics; Physics; Mathematical analysis; Computer science; Quantum mechanics; Artificial intelligence","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":[0.00550193,0.002269375,0.003222754,0.002153105,0.001972835,0.003463297,0.004949719,0.003970891,0.01670964],"category_scores_gemma":[0.03241675,0.001025826,0.002273271,0.001576758,0.004228396,0.008890658,0.005547302,0.007154784,0.00111554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004484159,"about_ca_system_score_gemma":0.003410777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990792,"about_ca_topic_score_gemma":0.001916175,"domain_scores_codex":[0.9972811,0.0008797293,0.0001013857,0.0004726716,0.0007118167,0.0005532885],"domain_scores_gemma":[0.9651913,0.0276539,0.0008484101,0.002959729,0.001781952,0.001564656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004700215,0.0002489371,0.001311715,0.0006069359,0.0001420805,0.0001938423,0.0002162386,0.2782352,0.005422787,0.6813382,0.008854804,0.0229593],"study_design_scores_gemma":[0.00001961573,0.00006000678,0.000349528,0.00005932092,0.00003640682,0.00007241798,0.00002768436,0.8281736,0.001347141,0.1686183,0.001212148,0.00002392105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0654737,0.003712422,0.8775499,0.008508384,0.0005936601,0.0002642125,0.0006730714,0.0009129152,0.04231182],"genre_scores_gemma":[0.81393,0.002948635,0.1506158,0.001780295,0.0009119848,0.0007976381,0.0009121104,0.001258885,0.02684467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01670964,"threshold_uncertainty_score":0.05589926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06344890296775468,"score_gpt":0.3649222322697185,"score_spread":0.3014733293019639,"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."}}