Complete result settings for DNA 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 -11.217556 -12.222106 -12.159474 295508 677391 2136 2561.526588
0.5 2 -11.309448 -12.148761 -12.099290 295508 677391 2136 3745.692567
0.1 2 -11.408338 -12.199633 -12.152999 295508 677391 2136 7315.034944
0.5 0.5 -11.160217 -12.200401 -12.145984 295508 677391 2136 8040.388674
0.1 1 -11.204428 -12.165830 -12.113104 295508 677391 2136 8250.197778
0.1 0.1 -11.264345 -12.206294 -12.152499 295508 677391 2136 11076.557107
0.5 1 -11.207080 -12.158595 -12.109946 295508 677391 2136 12238.949396
0.1 0.5 -11.158673 -12.208426 -12.144362 295508 677391 2136 12807.118021
0.5 0.1 -11.217556 -12.222106 -12.159474 295508 677391 2136 2729.359073
0.1 0.1 -11.264345 -12.206294 -12.152499 295508 677391 2136 15057.976838