{"id":"W4405908938","doi":"10.1109/wf-iot62078.2024.10811419","title":"Work in Progress: Exploring Generative Modeling for Injection Attack Detection","year":2024,"lang":"en","type":"article","venue":"","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University","funders":"","keywords":"Computer science; Generative grammar; Work (physics); Artificial intelligence; Engineering","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":[0.004242014,0.001510313,0.001570332,0.001970454,0.0005443105,0.003557857,0.002652054,0.00235825,0.002566321],"category_scores_gemma":[0.01850619,0.0009661281,0.003358144,0.001481746,0.001968381,0.003897658,0.001916349,0.003783329,0.0008975519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192161,"about_ca_system_score_gemma":0.0018739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391093,"about_ca_topic_score_gemma":0.01359709,"domain_scores_codex":[0.9973184,0.001357778,0.0001168381,0.000591468,0.0004145445,0.0002008308],"domain_scores_gemma":[0.9750709,0.01998381,0.0009923646,0.002246887,0.001213372,0.0004927212],"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":[0.0001319673,0.0005267805,0.02104528,0.0002827844,0.0005845493,0.0002765814,0.0009104398,0.8148109,0.002482077,0.05095309,0.004808363,0.1031872],"study_design_scores_gemma":[0.000003829,0.00001559504,0.0004636467,0.00001560112,0.00001468775,0.00002779708,0.00002611404,0.9825429,0.0002401918,0.01555793,0.001079661,0.00001207147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03669991,0.001456787,0.9552091,0.002681933,0.0001313454,0.0001164772,0.000522483,0.001104372,0.00207759],"genre_scores_gemma":[0.6632919,0.002338803,0.32446,0.001491033,0.000498961,0.0003074706,0.002863866,0.0007070074,0.004040898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01391093,"threshold_uncertainty_score":0.02765989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101215706178871,"score_gpt":0.3226813126353675,"score_spread":0.2125597420174804,"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."}}