{"id":"W7126433869","doi":"10.21428/594757db.10367de3","title":"Certified Robustness Guarantee for Ensemble Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vector Institute; Toronto Metropolitan University","funders":"","keywords":"Robustness (evolution); Certification; Ensemble learning; Key (lock)","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":[0.004473259,0.001880321,0.001629851,0.001011606,0.00123916,0.003565318,0.002905695,0.002778315,0.008791591],"category_scores_gemma":[0.02701847,0.0007961653,0.0009196356,0.001327942,0.001691758,0.005508313,0.004638509,0.003873731,0.001997641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001924911,"about_ca_system_score_gemma":0.002727458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009418282,"about_ca_topic_score_gemma":0.000976851,"domain_scores_codex":[0.9954139,0.0009717835,0.0001897779,0.001115024,0.001487842,0.0008216864],"domain_scores_gemma":[0.9793337,0.0112182,0.001118974,0.004776841,0.00284268,0.0007096779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001013667,0.0002191113,0.001640146,0.0004064312,0.000299621,0.0004151489,0.0001916673,0.5331231,0.0148577,0.3222916,0.02733173,0.09821014],"study_design_scores_gemma":[0.00006511298,0.0001103395,0.0003321321,0.00004947226,0.0000434584,0.0002190754,0.00003362762,0.7539148,0.004948525,0.2379855,0.002269075,0.00002892972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04552243,0.0006808485,0.9341465,0.001792554,0.0003382291,0.0001060458,0.0008282699,0.001767383,0.01481767],"genre_scores_gemma":[0.9145083,0.0006137958,0.07435166,0.001094107,0.0006710666,0.0002435177,0.00121397,0.0004357614,0.006867805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008791591,"threshold_uncertainty_score":0.02941084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714712913184867,"score_gpt":0.2391292620828423,"score_spread":0.2219821329509936,"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."}}