{"id":"W3099351824","doi":"","title":"Online Fast Adaptation and Knowledge Accumulation (OSAKA): a New Approach to Continual Learning","year":2020,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Domain Adaptation and Few-Shot Learning","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Computer science; Adaptation (eye); Artificial intelligence; Knowledge management; Machine learning; Psychology","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":[0.002406667,0.000879532,0.001706076,0.001353866,0.0007203752,0.001447043,0.003538144,0.001578022,0.002560927],"category_scores_gemma":[0.006996414,0.0007355924,0.001127211,0.001536526,0.001839353,0.003936718,0.00410822,0.003178402,0.0004756167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008119347,"about_ca_system_score_gemma":0.00116492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003422109,"about_ca_topic_score_gemma":0.003302556,"domain_scores_codex":[0.9990605,0.0002659416,0.00006476603,0.0003055742,0.0002219247,0.00008141612],"domain_scores_gemma":[0.9964523,0.002229342,0.0002144645,0.0005169641,0.0004076904,0.00017928],"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":[0.0002600156,0.0004049744,0.0014109,0.0003588406,0.0003344952,0.0002189045,0.0003519907,0.3846909,0.004871072,0.1205794,0.004041112,0.4824773],"study_design_scores_gemma":[0.000006541083,0.00003109365,0.0001187146,0.00001094659,0.00001525778,0.00002627037,0.00001026696,0.9538743,0.0005282554,0.04472872,0.0006388621,0.00001080903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005248662,0.0004581224,0.9929066,0.0001706203,0.00007787059,0.00002875623,0.00002347342,0.0002265992,0.0008593986],"genre_scores_gemma":[0.4734519,0.00126183,0.5164025,0.0004225158,0.0005392457,0.0003221122,0.0002207345,0.000247381,0.007131772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003538144,"threshold_uncertainty_score":0.01272786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09874274633483145,"score_gpt":0.3030612532884616,"score_spread":0.2043185069536301,"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."}}