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ResearchFormerly WizWand

Graph Generation on Tree

850.7A.RatioEDGE
-32.988196.431425.85655.269Jun 16, 2025Aug 4, 2025Sep 23, 2025Nov 11, 2025Dec 31, 2025Feb 18, 2026Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
EDGEClass=Diffusion2026.04850.70
GraphRNNClass=Autoregressive2026.046070
GRANClass=Autoregressive2026.046070
GraphGenClass=Autoregressive2026.0433.295
BwR (EDP-GNN)Class=Diffusion2026.0411.40
DiGress (EMA)Class=Diffusion2025.068.956
BiGGClass=Autoregressive2026.045.275
HSpectreClass=Diffusion2026.044100
HSpectreSteps=2562025.114100
GTFramework=DeFoG, Backbone=GT2026.032.691
PPGNFramework=DiGress, Backbone=PPGN2026.032.593
DeFoGClass=Flow, Steps=5%2026.042.573.5
DeFoGSteps=502025.112.573.5
GraphBSI (OU)Steps=502025.112.596
GruM (EMA)Class=Diffusion2025.062.452.5
HSpectreClass=Autoregression2025.122.182.5
HSpectreClass=Diffusion2025.062.182.5
GraphBSI (EM)Steps=502025.112.189
Cometh (EMA)Class=Diffusion2025.06284.5
DeFoG (EMA)Class=Flow2025.061.983.5
PPGNFramework=DeFoG, Backbone=PPGN2026.031.898
GraphBSI (OU)Steps=10002025.111.8100
LGDCClass=Hybrid2025.121.7—
GTFramework=DiGress, Backbone=GT2026.031.788
DiGressClass=Diffusion2026.041.690
EQUIMFClass=Flow2026.041.697.2
DiGressSteps=10002025.111.690
DeFoGSteps=10002025.111.696.5
DeFoGClass=One-shot2025.121.5—
GenGNNFramework=DeFoG, Backbone=GenGNN2026.031.491
GenGNNFramework=DiGress, Backbone=GenGNN2026.031.489
DeFoGClass=Flow2026.041.496.5
BWFlow (EMA)Class=Flow2025.061.381.5
GraphBSI (EM)Steps=10002025.111.396.5
Train setClass=—2025.061100
Train Set2025.111100