{"id":"W4226427252","doi":"10.1145/3526074","title":"Private and Online Learnability Are Equivalent","year":2022,"lang":"en","type":"article","venue":"Journal of the ACM","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tel Aviv University; Azrieli Foundation; Israel Science Foundation; National Science Foundation","keywords":"Learnability; Equivalence (formal languages); Discrete mathematics; Binary number; Class (philosophy); Mathematics; VC dimension; Computer science; Theoretical computer science; Combinatorics; Artificial intelligence; Arithmetic","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005468748,0.0008720642,0.001491891,0.001345268,0.001516964,0.005253875,0.002495759,0.002903533,0.007122457],"category_scores_gemma":[0.04374488,0.0007796019,0.001623603,0.001216342,0.008520776,0.01672226,0.006336492,0.00565829,0.0006413959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003244148,"about_ca_system_score_gemma":0.001758076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334554,"about_ca_topic_score_gemma":0.0006775267,"domain_scores_codex":[0.9920677,0.002017798,0.000493898,0.002238489,0.002028435,0.001153662],"domain_scores_gemma":[0.9427043,0.04368966,0.002679035,0.00718599,0.002282147,0.001458798],"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":[0.0002408215,0.0001383906,0.001740376,0.0001823485,0.00007235629,0.0001158218,0.0004081129,0.02234085,0.001409712,0.9511719,0.001487848,0.02069152],"study_design_scores_gemma":[0.00004224156,0.00005437944,0.0004234391,0.00002408516,0.00001706067,0.00009347082,0.00008156442,0.05983963,0.001246032,0.9373677,0.0007931878,0.00001725637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1793471,0.0006482556,0.7746163,0.00901206,0.0001112817,0.0002116093,0.001280886,0.0006593936,0.03411306],"genre_scores_gemma":[0.951818,0.0004810552,0.04034671,0.001114676,0.0002469609,0.0003949373,0.0007502688,0.0001321747,0.004715157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007122457,"threshold_uncertainty_score":0.02892178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981982756584743,"score_gpt":0.2706948408832756,"score_spread":0.2508750133174281,"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."}}