{"id":"W4392402471","doi":"10.5220/0012391300003660","title":"Diffusion-Inspired Dynamic Models for Enhanced Fake Face Detection","year":2024,"lang":"en","type":"article","venue":"","topic":"Face recognition and analysis","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Computer Research Institute of Montréal","funders":"","keywords":"Face (sociological concept); Diffusion; Computer science; Artificial intelligence; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00008674854,0.00009008354,0.00009728142,0.0001400092,0.00009536692,0.0002276143,0.0002063457,0.00004599147,0.00003615912],"category_scores_gemma":[0.00001033694,0.00007339628,0.0001409602,0.0004026933,0.000009938401,0.000438886,0.00005339354,0.00005269506,0.0001257143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004004604,"about_ca_system_score_gemma":0.00002312209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000130102,"about_ca_topic_score_gemma":0.0001024946,"domain_scores_codex":[0.9992322,0.00001423316,0.0001339517,0.0003326838,0.0001281835,0.0001587804],"domain_scores_gemma":[0.9996319,0.00005905899,0.00001717126,0.0001872931,0.00004941504,0.0000550963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002693725,0.00002967263,1.75278e-7,0.0000377254,0.00003637811,0.000001416206,0.0003378493,0.002565279,0.1383389,0.007689919,0.0001036596,0.8508563],"study_design_scores_gemma":[0.00010522,0.00002686716,0.000003836151,0.00001705358,0.00001033887,0.000001646746,0.00004810442,0.9459906,0.04076403,0.01225223,0.0006732596,0.0001068559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01198663,0.00009460504,0.9843138,0.0007485666,0.0003053066,0.0001436762,0.000004437002,0.0005826702,0.00182027],"genre_scores_gemma":[0.9791754,0.00004498912,0.01530307,0.0001693967,0.00001660857,0.00005009834,0.000005219501,0.000007441225,0.005227797],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9690108,"threshold_uncertainty_score":0.2993014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337135555885523,"score_gpt":0.2521469830419096,"score_spread":0.2387756274830544,"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."}}