Graph Classification on ogbg-molhiv node density shift (test) benchmark leaderboard · SOTA2 Research

Graph Classification on ogbg-molhiv node density shift (test)

0.646Performance (H0 -> H1)USBD

Evaluation Results

Method	Links
USBD2026.02		0.646	0.651	0.652	0.665	0.648	0.702	0.636	0.671	0.693	0.656	0.654	0.659
GraphCTA2026.02		0.637	0.638	0.643	0.655	0.654	0.652	0.63	0.67	0.679	0.631	0.628	0.633
GALA2026.02		0.635	0.643	0.644	0.649	0.65	0.691	0.638	0.677	0.685	0.643	0.639	0.643
SF(DA)22026.02		0.633	0.627	0.641	0.637	0.645	0.642	0.634	0.649	0.642	0.604	0.616	0.616
SFDA_LLN2026.02		0.631	0.629	0.639	0.638	0.635	0.639	0.629	0.647	0.662	0.624	0.613	0.609
SOGA2026.02		0.628	0.632	0.638	0.623	0.632	0.672	0.621	0.668	0.654	0.641	0.618	0.637
GIN2026.02		0.591	0.5	0.568	0.533	0.552	0.57	0.548	0.587	0.531	0.507	0.496	0.553
GCN2026.02		0.578	0.565	0.545	0.574	0.618	0.498	0.542	0.552	0.615	0.519	0.566	0.568
JacobiConv2026.02		0.573	0.585	0.592	0.603	0.602	0.6	0.623	0.604	0.601	0.585	0.598	0.594
NVC-LLN2026.02		0.572	0.583	0.619	0.618	0.603	0.641	0.617	0.582	0.623	0.614	0.604	0.6
CIN2026.02		0.523	0.54	0.565	0.534	0.558	0.487	0.575	0.636	0.493	0.511	0.568	0.528
AutoSGNN2026.02		0.521	0.531	0.544	0.498	0.492	0.521	0.528	0.5	0.527	0.565	0.579	0.579
GMT2026.02		0.511	0.506	0.584	0.572	0.561	0.609	0.559	0.576	0.554	0.534	0.545	0.512
PathNN2026.02		0.503	0.515	0.567	0.512	0.537	0.539	0.553	0.515	0.556	0.522	0.543	0.56
WL2026.02		0.496	0.54	0.482	0.518	0.506	0.381	0.547	0.519	0.518	0.489	0.51	0.507