{"id":"W4414539170","doi":"10.1109/icc52391.2025.11161175","title":"PureDiffusion: Using Backdoor to Counter Backdoor in Generative Diffusion Models","year":2025,"lang":"en","type":"article","venue":"","topic":"Media Influence and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Backdoor; Field (mathematics); Generative grammar; Vulnerability (computing)","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":[0.003686362,0.001826823,0.002046774,0.001435404,0.0008659711,0.002235176,0.002314063,0.002557743,0.001890739],"category_scores_gemma":[0.01530787,0.0009774254,0.001794336,0.0007336952,0.002963907,0.003859669,0.004327272,0.003260997,0.0005276531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001385171,"about_ca_system_score_gemma":0.001565568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003715838,"about_ca_topic_score_gemma":0.003332397,"domain_scores_codex":[0.9979322,0.0008211862,0.00009613314,0.0004713443,0.0004506433,0.0002285043],"domain_scores_gemma":[0.9904913,0.006627469,0.0008859391,0.001131109,0.0005221796,0.0003420186],"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":[0.0002417673,0.0001088392,0.004939283,0.0002421922,0.0002179234,0.0002979104,0.0004074177,0.7972726,0.006534068,0.1186503,0.001793066,0.06929453],"study_design_scores_gemma":[0.00001653526,0.00004597326,0.000149484,0.00001471468,0.00002350378,0.0000913537,0.00001963004,0.9705116,0.001195178,0.0271109,0.0007967404,0.00002433766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02794569,0.0008047282,0.9679727,0.0004660336,0.00006681045,0.00007656124,0.0000979406,0.0008192977,0.001750314],"genre_scores_gemma":[0.8629584,0.0009462285,0.1305102,0.000619377,0.0001276736,0.0001867671,0.0003141506,0.0003031663,0.004034155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003715838,"threshold_uncertainty_score":0.01949561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05472744928646717,"score_gpt":0.3829933592318881,"score_spread":0.3282659099454209,"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."}}