{"id":"W3147525601","doi":"10.48550/arxiv.2104.02828","title":"Ecole: A Library for Learning Inside MILP Solvers","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science","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":[0.002170529,0.003823225,0.001689468,0.002122661,0.0007985781,0.003615783,0.004432627,0.002288779,0.1101459],"category_scores_gemma":[0.009982194,0.002011741,0.002657996,0.00221107,0.0009300072,0.003576047,0.004369185,0.0051375,0.06045741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008947763,"about_ca_system_score_gemma":0.002348043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908304,"about_ca_topic_score_gemma":0.003964283,"domain_scores_codex":[0.9985693,0.0003349513,0.0001333982,0.0002423139,0.0005333073,0.0001867157],"domain_scores_gemma":[0.9966121,0.002137216,0.0001878374,0.0004829125,0.000434508,0.0001454144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005257783,0.0003913156,0.001823245,0.002649493,0.0002951721,0.0005866138,0.0002152658,0.1430729,0.003092671,0.1170614,0.448826,0.2814601],"study_design_scores_gemma":[0.0004384861,0.00008355667,0.0003456342,0.0004319524,0.00006160259,0.0003181417,0.00006218466,0.4807692,0.008022905,0.1305184,0.3788348,0.0001131359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0008645098,0.0005084221,0.8145366,0.0003633113,0.0001992987,0.000159783,0.008291345,0.1615796,0.01349704],"genre_scores_gemma":[0.02717276,0.001338213,0.8563187,0.000993208,0.0001772586,0.001735033,0.02950606,0.06400537,0.01875351],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1101459,"threshold_uncertainty_score":0.3684747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05996330381961284,"score_gpt":0.1786859551076073,"score_spread":0.1187226512879944,"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."}}