{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001905645,0.0002902499,0.0004640312,0.0002241075,0.00008446252,0.00007477995,0.0009134409,0.0001483082,0.0000866222],"category_scores_gemma":[0.0001645121,0.0002746223,0.0001378923,0.0003290366,0.0001415282,0.00003189181,0.0004208406,0.000575271,0.0000249959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003107733,"about_ca_system_score_gemma":0.0001880806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339817,"about_ca_topic_score_gemma":0.00004849827,"domain_scores_codex":[0.9980886,0.0001964787,0.0003746251,0.0006479194,0.0004005693,0.0002918175],"domain_scores_gemma":[0.9985281,0.0004832574,0.0003823958,0.0004407869,0.0000842542,0.00008125824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001706933,0.0002353762,0.004007566,0.0003509768,0.0002333532,0.00006702281,0.001526868,0.4323087,0.000009113876,0.006225506,0.03184436,0.5231741],"study_design_scores_gemma":[0.0002363611,0.00007144207,0.003850945,0.0002859645,0.00001131799,0.000002139241,0.000008152992,0.9648492,0.0000132237,0.01018274,0.02022178,0.0002667488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003695203,0.0006396078,0.9662309,0.0002371146,0.001067864,0.0001942451,0.0001045473,0.0005784333,0.02725203],"genre_scores_gemma":[0.8373302,0.00001847135,0.1186992,0.0003540244,0.0007254357,0.00001127487,0.0002379315,0.0002601319,0.04236334],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8475318,"threshold_uncertainty_score":0.9999706,"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."}}