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ResearchFormerly WizWand

Graph Generation on SBM (VUN, Avg Ratio)

0.975VUNDeFoG
-0.0390.224250.48750.75075Jun 16, 2025Aug 4, 2025Sep 23, 2025Nov 11, 2025Dec 31, 2025Feb 18, 2026Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DeFoGlambda=3, chi=chi(t), Epoch=9000, Epochs / Min=11.962026.020.9751.25
DeFoGlambda=1, chi=∞, Epoch=4000, Epochs / Min=11.932026.020.9252.01
DeFoGlambda=3, chi=5, Epoch=10000, Epochs / Min=11.712026.020.9253.16
EQUIMFClass=Flow2026.040.9124.9
DeFoGlambda=5, chi=∞, Epoch=6000, Epochs / Min=12.012026.020.92.36
Baselinechi=∞, Epoch=21000, Epochs / Min=10.472026.020.92.24
DeFoGClass=Flow2026.040.94.9
DeFoGSteps=10002025.110.94.9
GraphBFNSteps=10002025.110.875—
DeFoGClass=Flow, Steps=5%2026.040.8652.2
DeFoGSteps=502025.110.8652.2
Train setClass=—2025.060.8591
Train Set2025.110.8591
DeFoGlambda=1, chi=10, Epoch=12000, Epochs / Min=11.892026.020.851.63
DeFoG (CAVG)Class=Flow2025.060.853.4
DeFoG (EMA)Class=Flow2025.060.853.4
GruMClass=Diffusion2026.040.851.1
CatFlowClass=Flow2026.040.85—
BWFlow (CAVG)Class=Flow2025.060.8452.3
BWFlow (EMA)Class=Flow2025.060.8452.3
GenGNNFramework=DiGress, Backbone=GenGNN2026.030.7954.2
Cometh (CAVG)Class=Diffusion2025.060.7754.7
Cometh (EMA)Class=Diffusion2025.060.7754.7
GraphBSI (OU)Steps=10002025.110.7754.6
HSpectreClass=Diffusion2025.060.7510.5
HSpectreClass=Diffusion2025.060.7510.5
GTFramework=DiGress, Backbone=GT2026.030.751.9
HSpectreClass=Diffusion2026.040.7510.5
ComethClass=Diffusion2026.040.75—
HSpectreSteps=2562025.110.7510.5
GruM (CAVG)Class=Diffusion2025.060.7352.6
GruM (EMA)Class=Diffusion2025.060.7352.6
GTFramework=DeFoG, Backbone=GT2026.030.693.1
GenGNNFramework=DeFoG, Backbone=GenGNN2026.030.672.1
DisCoClass=Diffusion2026.040.662—
GraphBSI (EM)Steps=502025.110.6154.2
DiGressClass=Diffusion2026.040.61.7
DiGressSteps=10002025.110.61.7
DiGress (CAVG)Class=Diffusion2025.060.563.5
DiGress (EMA)Class=Diffusion2025.060.563.5
DisCo (CAVG)Class=Diffusion2025.060.5511.6
DisCo (CAVG)Class=Diffusion2025.060.5511.6
GraphBSI (OU)Steps=502025.110.5351.4
SPECTREClass=GAN2026.040.5252.2
GraphBSI (EM)Steps=10002025.110.50511.3
GRANClass=Autoregressive2026.040.259.7
BiGGClass=Autoregressive2026.040.111.9
BwR (EDP-GNN)Class=Diffusion2026.040.07538.6
GraphRNNClass=Autoregressive2026.040.0514.7
GraphGenClass=Autoregressive2026.040.0548.8
EDGEClass=Diffusion2026.04051.4