Complete result settings for Jester 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 0.1 0.1 -53.401781 -53.748617 -53.449007 836938 1953193 1932 20852.542931
10 0.1 2 -53.384241 -53.646203 -53.357256 809511 1885969 1680 21416.232237
10 0.5 2 -53.363129 -53.639060 -53.353024 835249 1957267 1704 21000.230478
10 0.1 1 -53.580091 -53.877395 -53.576474 823264 1912008 2188 21414.292532
10 0.5 0.1 -53.417511 -53.765099 -53.461501 840117 1943574 1890 23372.007914
10 0.5 1 -53.440041 -53.735971 -53.461162 848055 1970146 1890 25732.830014
5 0.5 0.1 -53.179053 -53.614539 -53.289232 822807 1924054 2722 30261.667526
5 0.1 2 -53.148169 -53.477890 -53.201634 844220 1966865 2266 30124.362399
5 0.1 0.1 -53.161157 -53.556632 -53.282883 849226 1975239 2654 35922.300979
5 0.5 2 -53.121358 -53.473562 -53.192414 861073 1982670 2312 40348.505094
5 0.5 1 -53.197555 -53.618070 -53.339702 844192 1941228 2926 43618.542973
5 0.1 1 -53.275886 -53.677028 -53.374016 836447 1930436 2938 44145.442872
2 0.5 2 -52.786627 -53.308675 -53.054133 854393 1981895 3894 66835.790414
2 0.1 2 -52.828317 -53.365487 -53.052339 856354 1967551 3802 69589.686758
2 0.5 1 -52.947008 -53.588955 -53.240031 458191 1041252 4752 75929.086024
2 0.1 1 -53.027916 -53.579911 -53.296622 458460 1039961 4724 76067.712949
2 0.5 0.1 -52.801784 -53.529806 -53.181414 441981 1015923 4772 76033.887092
2 0.1 0.1 -52.776851 -53.477259 -53.103341 689426 1596957 4732 77162.772474