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

Standard Deviation L1 Penalty Train CLL Validation CLL Test CLL Node# Edge# Feature# Learning Time
0.5 0.1 -5.010464 -5.164467 -5.090897 712581 1669370 4336 21096.636823
0.1 0.1 -5.010868 -5.166107 -5.091399 712581 1669370 4336 21720.401996
0.1 0.5 -5.010450 -5.164368 -5.090792 712581 1669370 4336 22176.492660
0.5 0.5 -5.010450 -5.164368 -5.090792 712581 1669370 4336 24919.644637
0.5 1 -4.966721 -5.133226 -5.052001 712581 1669370 4336 63345.939952
0.5 2 -4.974749 -5.128793 -5.046248 712581 1669370 4336 65246.380041