{"id":"W4413147837","doi":"10.1109/cvpr52734.2025.02557","title":"DIO: Decomposable Implicit 4D Occupancy-Flow World Model","year":2025,"lang":"en","type":"article","venue":"","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Occupancy; Computer science; Flow (mathematics); Mathematics; 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":[0.0004244089,0.00187867,0.001414833,0.001315219,0.0005157593,0.002135035,0.003433511,0.001203387,0.004700444],"category_scores_gemma":[0.002089667,0.00114508,0.001893203,0.00154903,0.0005722795,0.002216587,0.00263732,0.002318289,0.00220226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009871564,"about_ca_system_score_gemma":0.001623795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02132141,"about_ca_topic_score_gemma":0.04119435,"domain_scores_codex":[0.9995947,0.0000506796,0.00001898753,0.0001442237,0.0001282656,0.00006321124],"domain_scores_gemma":[0.9996102,0.0000966607,0.00004189883,0.0001198782,0.00007758525,0.00005375762],"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":[0.0001931262,0.0001469813,0.003325984,0.0001585567,0.0001347526,0.0001539955,0.0001398759,0.8318042,0.002732696,0.01124446,0.02387163,0.1260937],"study_design_scores_gemma":[0.000009106832,0.00000991901,0.0002049543,0.000008918995,0.000006558211,0.0000223801,0.00001530966,0.9917523,0.00040891,0.004440499,0.003108686,0.00001236965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01620425,0.0004562357,0.959946,0.0004106716,0.0001777064,0.0001223227,0.007993524,0.01180027,0.002888986],"genre_scores_gemma":[0.4511626,0.0009611411,0.4986549,0.000648867,0.0001985042,0.0006024897,0.03910598,0.002380011,0.006285498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02132141,"threshold_uncertainty_score":0.04239464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005723427936285208,"score_gpt":0.2295378988125938,"score_spread":0.2238144708763085,"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."}}