{"id":"W4402982608","doi":"10.1109/otcon60325.2024.10688269","title":"Robustness Analysis of Neuro-Inspired Architectures against Common Perturbations","year":2024,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Robustness (evolution); Computer science; Artificial intelligence","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":[0.002040486,0.0008908329,0.0005418409,0.0009237262,0.0004169277,0.0008677532,0.0009046225,0.0008650594,0.001541515],"category_scores_gemma":[0.006760783,0.0003560301,0.0008834823,0.0002436507,0.001235256,0.0008803781,0.00121837,0.001105094,0.0002240982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009810948,"about_ca_system_score_gemma":0.0005613153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001875009,"about_ca_topic_score_gemma":0.001030452,"domain_scores_codex":[0.9994579,0.0001616168,0.00002916852,0.0001024331,0.0001662979,0.00008250187],"domain_scores_gemma":[0.9973683,0.001409034,0.0004279503,0.0003844259,0.0003042156,0.0001061606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006310044,0.0000163531,0.0008326594,0.00004069663,0.00007064589,0.00005628241,0.00003640984,0.9734623,0.004884564,0.008329616,0.0002065303,0.0120008],"study_design_scores_gemma":[0.00000169376,0.00003684754,0.0002669935,0.0000065144,0.000008516052,0.00001760951,0.000006237908,0.9948497,0.001471459,0.003198416,0.0001311714,0.000004847726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1738195,0.0007090766,0.8170274,0.0004632077,0.00006621273,0.00007315868,0.00007853558,0.000770479,0.006992444],"genre_scores_gemma":[0.974819,0.0001930891,0.02338242,0.00005379119,0.000020439,0.0000465993,0.00005283571,0.00006946309,0.001362412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002040486,"threshold_uncertainty_score":0.0107913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598684579550591,"score_gpt":0.2605226252233555,"score_spread":0.2445357794278496,"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."}}