{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001402072,0.00006932049,0.0001204352,0.0005184691,0.0003245727,0.00007765731,0.0002640444,0.00002577077,0.0008010016],"category_scores_gemma":[0.0000881457,0.00005978357,0.00004691085,0.001070182,0.00007621853,0.0001418126,0.000053006,0.00100142,0.00001556015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001583975,"about_ca_system_score_gemma":0.0001206181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001102069,"about_ca_topic_score_gemma":0.0000301,"domain_scores_codex":[0.9983382,0.0001349085,0.0003881273,0.00007918027,0.0007922013,0.0002673624],"domain_scores_gemma":[0.9991752,0.000154923,0.00005998605,0.0001216396,0.0003820849,0.0001061901],"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":[0.00004429477,0.0001309342,0.0001322723,0.00001282915,0.00003259322,0.00003340068,0.0008120054,0.9749563,0.001137219,0.001245656,0.00103609,0.02042646],"study_design_scores_gemma":[0.00009962852,0.00164621,0.0001498421,0.0001241618,0.00002067624,0.0003939101,0.01198651,0.9353774,0.01149391,0.005413688,0.0330299,0.0002641809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3041236,0.001189174,0.68244,0.002908114,0.002141859,0.0005329904,0.00007352201,0.0002316082,0.00635914],"genre_scores_gemma":[0.9962563,0.0001907815,0.003125921,0.00001511254,0.0002430417,0.000006366417,0.000003976043,0.00002428937,0.0001342376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6921327,"threshold_uncertainty_score":0.8770406,"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."}}