{"id":"W4391505388","doi":"10.48550/arxiv.2402.00267","title":"Not All Learnable Distribution Classes are Privately Learnable","year":2024,"lang":"en","type":"preprint","venue":"OpenBU (Boston University)","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Mathematical Sciences; Alexander S. Onassis Public Benefit Foundation; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research; National Science Foundation","keywords":"Distribution (mathematics); Mathematics; Computer science; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007318723,0.0004275505,0.0007592924,0.0006023885,0.0003056958,0.0004516037,0.0010503,0.0005898164,0.0008012858],"category_scores_gemma":[0.000202679,0.000581908,0.0003455335,0.0008157316,0.0001893865,0.0003615211,0.002153829,0.001097287,0.001553003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524838,"about_ca_system_score_gemma":0.0002091947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414743,"about_ca_topic_score_gemma":0.0001821471,"domain_scores_codex":[0.9971845,0.00006947314,0.0006004551,0.001433998,0.0001310344,0.0005806094],"domain_scores_gemma":[0.9978393,0.00007547128,0.0007448953,0.001043573,0.0001532608,0.0001435321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001089633,0.0004486031,0.03966354,0.0009873015,0.0003699922,0.0001489823,0.0006834359,0.01561255,0.00005920208,0.9277135,0.01329095,0.0009130318],"study_design_scores_gemma":[0.0004859687,0.00008541123,0.03070511,0.0002159814,0.000086569,0.00000512893,0.0002394949,0.003068713,0.0002478487,0.04028265,0.9236556,0.0009215488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7909462,0.002839274,0.004418267,0.004714785,0.003087091,0.001510717,0.00282686,0.0005511891,0.1891056],"genre_scores_gemma":[0.9313192,0.0004686372,0.0003334905,0.00006880515,0.0001243526,0.000004212444,0.0005628791,0.0000636819,0.06705479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9103646,"threshold_uncertainty_score":0.9996632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117439546932095,"score_gpt":0.2254291923131468,"score_spread":0.1842547968438259,"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."}}