Complete result settings for Netflix dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16

Split Penalty Standard Deviation L1 Penalty Train LL Validation LL Test LL Node# Edge# Feature# Learning Time
10 0.5 0.1 -56.854292 -57.062951 -57.125649 802522 1848704 1784 17302.324646
10 0.1 2 -56.846825 -57.052846 -57.091583 792968 1840181 1744 19360.843704
10 0.1 1 -56.932084 -57.125190 -57.193599 773962 1781918 1692 20368.406530
10 0.5 1 -56.930897 -57.132945 -57.216786 787309 1817901 1732 22127.914045
10 0.5 2 -56.868302 -57.067034 -57.144139 793846 1842812 1720 24077.124720
10 0.1 0.1 -56.858847 -57.064823 -57.138484 756689 1764895 1782 23948.702243
5 0.5 0.1 -56.661038 -56.963333 -57.028078 837144 1944537 2548 38750.589015
5 0.1 0.1 -56.691312 -56.999665 -57.037474 733245 1693402 2498 43835.665965
5 0.5 1 -56.653308 -56.960187 -57.008915 843911 1943810 2568 44105.533939
5 0.5 2 -56.655097 -56.908882 -56.997547 846983 1948255 2468 45152.509774
5 0.1 2 -56.655304 -56.917788 -56.989865 699094 1592676 2504 45890.523579
5 0.1 1 -56.627625 -56.884989 -56.964193 578278 1334757 2574 48129.804156
2 0.5 2 -56.518105 -56.904328 -56.969063 572943 1306458 3996 76900.879288
2 0.1 0.1 -56.544090 -56.947033 -57.014190 605785 1381211 4254 77299.933623
2 0.1 2 -56.532536 -56.889619 -56.927805 625946 1436287 3718 77377.246869
2 0.1 1 -56.482468 -56.888607 -56.930988 615020 1407255 3928 77323.810993
2 0.5 0.1 -56.488221 -56.891118 -56.987228 606432 1373407 4206 77182.107535
2 0.5 1 -56.502101 -56.920095 -56.969414 631828 1444974 4098 77279.854675