{"id":"W4225709049","doi":"10.1613/jair.1.14820","title":"Online Bin Packing with Predictions","year":2022,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Research","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Centre National de la Recherche Scientifique; Fondation Mathématique Jacques Hadamard; Agence Nationale de la Recherche","keywords":"Bin; Bin packing problem; Computer science; Mathematics; Econometrics; Mathematical optimization; Operations research; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002388201,0.001078721,0.001847351,0.0004188626,0.0006909792,0.001785645,0.002037763,0.001671581,0.002523001],"category_scores_gemma":[0.01460909,0.000746816,0.0005031109,0.001381741,0.001455028,0.003804256,0.001593882,0.002003022,0.0005729033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346867,"about_ca_system_score_gemma":0.001459937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0026715,"about_ca_topic_score_gemma":0.001718843,"domain_scores_codex":[0.9974272,0.0007396512,0.0001199109,0.000637624,0.000679904,0.0003957626],"domain_scores_gemma":[0.9871122,0.009262458,0.001084662,0.001658436,0.0005962695,0.0002858718],"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":[0.000631267,0.0001479049,0.001222862,0.0001169758,0.00003415342,0.0001023483,0.00007505305,0.9246346,0.001912883,0.01724456,0.002097415,0.05177993],"study_design_scores_gemma":[0.00001310273,0.00004769972,0.0001462444,0.000006608629,0.000004947308,0.00003245742,0.00001203868,0.9867668,0.001135183,0.01148137,0.0003480066,0.000005504901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1204274,0.0009075771,0.8718731,0.0006017358,0.0001421731,0.0001385891,0.0003987222,0.00160552,0.003905338],"genre_scores_gemma":[0.8903447,0.0003749061,0.1057892,0.0002427577,0.0001267848,0.0001059276,0.0004598313,0.0001351702,0.00242072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0026715,"threshold_uncertainty_score":0.01263011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521808134457982,"score_gpt":0.377014528607602,"score_spread":0.2248337151618038,"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."}}