{"id":"W6910481429","doi":"10.48448/sa0e-z741","title":"Online Class-Incremental Continual Learning with Adversarial Shapley Value","year":2021,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"Dental Implant Techniques and Outcomes","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Adversarial system; Variety (cybernetics); Class (philosophy); Stability (learning theory); Task (project management); Shapley value; Focus (optics); Value (mathematics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004073273,0.000461687,0.000576537,0.0004624351,0.0002607877,0.0003334566,0.0008917823,0.0002998788,0.005202727],"category_scores_gemma":[0.0001129068,0.000383704,0.0001208897,0.0006529845,0.0007821323,0.0001867746,0.0005513085,0.000747946,0.0002290533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472709,"about_ca_system_score_gemma":0.0004859768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664144,"about_ca_topic_score_gemma":0.005369641,"domain_scores_codex":[0.9966037,0.00007461799,0.0004002575,0.0009367711,0.001301447,0.0006831805],"domain_scores_gemma":[0.9987203,0.00006358839,0.0003848405,0.0004968306,0.0001133667,0.0002209972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003736448,0.002351435,0.03736294,0.0006153235,0.000969859,0.01592369,0.0004600906,0.0001838263,0.02906562,0.02109322,0.8499756,0.0416247],"study_design_scores_gemma":[0.003417735,0.0006791134,0.00350384,0.001365499,0.0002684252,0.004094794,0.001842541,0.00342429,0.004361365,0.00008286594,0.9750874,0.001872141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04546312,0.0009362837,0.003980164,0.0003150403,0.007744641,0.001557297,0.001145042,0.002633746,0.9362246],"genre_scores_gemma":[0.127907,0.00007412126,0.02039297,0.0006955863,0.001559918,0.00001569119,0.001920972,0.0004799867,0.8469537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1251117,"threshold_uncertainty_score":0.9998615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328614890099501,"score_gpt":0.3160382632675734,"score_spread":0.2927521143665784,"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."}}