{"id":"W4412591489","doi":"10.1145/3721250.3743019","title":"Interactive Object Insertion with Differentiable Rendering","year":2025,"lang":"en","type":"article","venue":"","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rendering (computer graphics); Differentiable function; Computer science; Computer graphics (images); Mathematics; Pure mathematics","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":[0.0005650734,0.00128083,0.001041926,0.0007461577,0.0005836349,0.002105298,0.001631743,0.001239603,0.01543952],"category_scores_gemma":[0.002703077,0.001057819,0.001117571,0.0007658661,0.001003791,0.001668648,0.003272003,0.002631695,0.00260012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007993603,"about_ca_system_score_gemma":0.0006983638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952878,"about_ca_topic_score_gemma":0.004727676,"domain_scores_codex":[0.9993823,0.00007640739,0.00001816055,0.00009933473,0.0003522923,0.00007161099],"domain_scores_gemma":[0.9992793,0.0003185448,0.00003404649,0.0002396234,0.00007573062,0.00005272263],"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":[0.0007232979,0.0003114041,0.001099664,0.0003624969,0.0001114113,0.000891128,0.0008653102,0.2578288,0.09145797,0.08386128,0.01511693,0.5473704],"study_design_scores_gemma":[0.00006710897,0.00008696423,0.0002225936,0.00003445666,0.00002176811,0.0003688302,0.00007943119,0.9271017,0.03457454,0.02247817,0.01492484,0.0000395664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009598493,0.00006382436,0.9764425,0.00008802429,0.00005425533,0.00004731638,0.00007306983,0.007817046,0.005815482],"genre_scores_gemma":[0.2424326,0.0001330093,0.7463854,0.00008676603,0.00002611408,0.00007309116,0.0002476047,0.003828295,0.006787038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01543952,"threshold_uncertainty_score":0.05165029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007581811263194594,"score_gpt":0.2367695566674304,"score_spread":0.2291877454042358,"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."}}