{"id":"W4405736924","doi":"10.1103/physrevx.14.041068","title":"Saturation and Recurrence of Quantum Complexity in Random Local Quantum Dynamics","year":2024,"lang":"en","type":"article","venue":"Physical Review X","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"Simons Institute for the Theory of Computing, University of California Berkeley; Ministry of Colleges and Universities; Narodowym Centrum Nauki; Government of Canada; Institut Périmètre de physique théorique; Innovation, Science and Economic Development Canada; Narodowe Centrum Nauki; Fundacja na rzecz Nauki Polskiej; Aspen Center for Physics; U.S. Department of Energy","keywords":"Statistical physics; Quantum; Quantum circuit; Quantum algorithm; Hamiltonian (control theory); Open quantum system; Physics; Quantum mechanics; Mathematics; Quantum error correction; Mathematical optimization","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":[0.001609705,0.0003516218,0.0007242668,0.0008340302,0.0006792869,0.001328938,0.0008726905,0.0009093648,0.002692092],"category_scores_gemma":[0.01337893,0.0003538278,0.0006794449,0.00042436,0.00378136,0.003820888,0.001392816,0.001301731,0.0001888133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591029,"about_ca_system_score_gemma":0.0005061445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257229,"about_ca_topic_score_gemma":0.0007108546,"domain_scores_codex":[0.9992507,0.0002660996,0.00003513066,0.0001482403,0.0001641413,0.0001356872],"domain_scores_gemma":[0.9916054,0.005316526,0.001035579,0.001140509,0.0005294604,0.0003724448],"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":[0.00004854873,0.00002508526,0.00145916,0.00006327403,0.00001655255,0.0001334518,0.0003535649,0.03573629,0.00447609,0.9537063,0.0003756697,0.003605951],"study_design_scores_gemma":[0.00001967452,0.00006166989,0.001591848,0.00001579712,0.000009969279,0.0001411471,0.00007193704,0.4084198,0.001614065,0.5873532,0.000668347,0.00003249009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6974013,0.00111048,0.2800981,0.001663695,0.00005157371,0.00005877794,0.0001607452,0.0002432657,0.01921205],"genre_scores_gemma":[0.9907354,0.0001832301,0.007622184,0.00006313546,0.00003531976,0.0000330011,0.00002760184,0.00002018745,0.001279979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002692092,"threshold_uncertainty_score":0.01154375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951513157402566,"score_gpt":0.3289999522561231,"score_spread":0.2994848206820974,"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."}}