{"id":"W7092282292","doi":"10.48660/25100189","title":"Computational Limits of Neural Quantum State Learning from Local Indistinguishability","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"State (computer science); Quantum; Artificial neural network; Limit (mathematics); Quantum state; Quantum system; Feature (linguistics)","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":[0.002765093,0.000497951,0.001407918,0.0008301811,0.001410596,0.004119938,0.002103996,0.002130093,0.01466188],"category_scores_gemma":[0.02213908,0.0004861068,0.0005695164,0.0008884468,0.005670059,0.009213135,0.004599602,0.006289992,0.001079731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002427416,"about_ca_system_score_gemma":0.00125672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657443,"about_ca_topic_score_gemma":0.001092484,"domain_scores_codex":[0.9982387,0.0007115047,0.00005444322,0.0002239088,0.0006118085,0.0001596492],"domain_scores_gemma":[0.9835626,0.01305222,0.0004080892,0.001806696,0.0007997774,0.0003705835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003287966,0.00001538466,0.00006469182,0.00003688987,0.00000601407,0.00001137675,0.00002491703,0.007865689,0.0002166542,0.9863067,0.001105458,0.004313229],"study_design_scores_gemma":[0.0000059176,0.000004922589,0.00005003842,0.00001510039,0.000002534236,0.00001234479,0.000008500063,0.0755505,0.0002352252,0.9233727,0.0007356911,0.000006591243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1375661,0.006839948,0.4687826,0.02204995,0.0009971765,0.00009324347,0.0006374398,0.0008736633,0.3621599],"genre_scores_gemma":[0.9582942,0.001648104,0.02365054,0.0007270878,0.0007013165,0.0001180211,0.0001436242,0.0002125914,0.01450449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01466188,"threshold_uncertainty_score":0.04904884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276825035542076,"score_gpt":0.2472133409449902,"score_spread":0.2344450905895694,"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."}}