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ResearchFormerly WizWand

DAG structure recovery on non-linear-1 5000 samples

2.6SHDDAGAF
-1.5226.2954.181.91Apr 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DAGAFGraph size (d)=102026.042.6
DCRLGraph size (d)=102026.042.9
VI-DP-DAGGraph size (d)=102026.043.1
DAG-NFGraph size (d)=102026.043.4
CAREFLGraph size (d)=102026.043.8
GraN-DAGGraph size (d)=102026.044
DAG-WGAN+Graph size (d)=102026.044.9
DAG-Notears-MLPGraph size (d)=102026.045.2
DAGAFGraph size (d)=202026.045.2
DAG-WGANGraph size (d)=102026.046.4
DCRLGraph size (d)=202026.047.5
GAEGraph size (d)=102026.048.6
DAG-GNNGraph size (d)=102026.049.2
VI-DP-DAGGraph size (d)=202026.049.8
DAG-NFGraph size (d)=202026.0410.4
CAREFLGraph size (d)=202026.0410.9
GraN-DAGGraph size (d)=202026.0411.2
DAG-NotearsGraph size (d)=102026.0411.4
DAG-WGAN+Graph size (d)=202026.0414.2
DAG-Notears-MLPGraph size (d)=202026.0415.4
DAG-WGANGraph size (d)=202026.0418.6
DAGAFGraph size (d)=502026.0418.8
GAEGraph size (d)=202026.0420
DAG-WGAN+Graph size (d)=502026.0420.5
DAG-WGANGraph size (d)=502026.0422
DAG-GNNGraph size (d)=202026.0423.4
DCRLGraph size (d)=502026.0424.3
DAG-NotearsGraph size (d)=202026.0428.2
VI-DP-DAGGraph size (d)=502026.0428.7
DAG-NFGraph size (d)=502026.0431.6
CAREFLGraph size (d)=502026.0434.1
GraN-DAGGraph size (d)=502026.0436.4
DAG-Notears-MLPGraph size (d)=502026.0443.8
GAEGraph size (d)=502026.0447.5
DAG-GNNGraph size (d)=502026.0450.2
DAGAFGraph size (d)=1002026.0450.2
DAG-NotearsGraph size (d)=502026.0455
DAG-WGAN+Graph size (d)=1002026.0457.1
DCRLGraph size (d)=1002026.0461.4
DAG-WGANGraph size (d)=1002026.0464.6
VI-DP-DAGGraph size (d)=1002026.0468.1
DAG-NFGraph size (d)=1002026.0469.5
CAREFLGraph size (d)=1002026.0471.7
GraN-DAGGraph size (d)=1002026.0472.8
DAG-Notears-MLPGraph size (d)=1002026.0486.2
GAEGraph size (d)=1002026.0492.3
DAG-GNNGraph size (d)=1002026.0498.6
DAG-NotearsGraph size (d)=1002026.04105.6