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Entity Regression on RelBench V1

0.031Avito CTR Error (MAE)

TabPFN-REL

Updated 17d ago

Evaluation Results

Method
TabPFN-REL 2026.05	0.031	3.757	0.241	40.202	0.385	14.359	46.199	0.068	0.059	0.864	3.56	-
TabPFN-REL 2026.07	0.031	-	-	40.202	0.385	14.359	46.199	0.068	0.059	-	4.86	14.472
KumoRFMv2 2026.05	0.033	4.022	0.241	41.974	0.433	14.627	45.352	0.065	0.043	0.866	4.33	-
RelAgent 2026.07	0.033	-	-	37.194	0.386	13.949	41.765	0.064	0.035	-	2.21	13.347
KumoRFM-2 (repro.)* 2026.07	0.033	-	-	41.974	0.433	14.627	45.352	0.065	0.043	-	4.93	14.647
RDBLearn (v1.1) 2026.07	0.033	-	-	43.2	0.378	14.504	47.038	0.067	0.063	-	5.57	15.04
RDBLearn 2026.05	0.034	3.834	0.237	43.913	0.424	14.54	48.559	0.068	0.064	0.906	5.11	-
RDBLearn + v2.5 2026.05	0.034	3.93	0.243	43.409	0.429	14.463	49.053	0.068	0.066	0.913	6.28	-
RDBLearn + v3 2026.05	0.034	3.835	0.245	43.29	0.375	14.72	50.097	0.068	0.064	0.898	5.89	-
KumoRFM-2 (orig.)* 2026.07	0.034	-	-	43.293	0.433	13.921	46.992	0.064	0.034	-	3.86	14.967
RelGT 2026.05	0.035	3.917	0.25	43.992	0.326	14.267	48.922	0.065	0.054	0.87	4.67	-
KumoRFMv1* 2026.05	0.035	2.747	0.264	58.231	0.417	16.161	55.254	0.065	0.04	0.908	6.06	-
RelGT 2026.07	0.035	-	-	43.992	0.326	14.267	48.922	0.065	0.054	-	5.14	15.38
KumoRFM-1 2026.07	0.035	-	-	58.231	0.417	16.161	55.254	0.065	0.04	-	7.64	18.6
RelGNN 2026.05	0.037	3.798	0.238	44.461	0.301	14.23	48.767	0.065	0.054	0.861	3.72	-
RelGNN 2026.07	0.037	-	-	44.461	0.301	14.23	48.767	0.065	0.054	-	5.21	15.416
RandGNN 2026.07	0.038	-	-	53.37	0.434	17.58	66.13	0.071	0.065	-	11.43	19.67
GraphSAGE 2026.05	0.041	4.022	0.258	44.473	0.4	14.313	50.053	0.065	0.056	0.918	6.39	-
LightGBM 2026.07	0.041	-	-	44.011	0.425	16.783	60.569	0.068	0.076	-	9.93	17.425
GraphSAGE 2026.07	0.041	-	-	44.473	0.4	14.313	50.053	0.065	0.056	-	7.21	15.629
Global Median 2026.07	0.043	-	-	57.533	0.462	16.783	64.234	0.068	0.076	-	11.71	19.886
Entity Median 2026.07	0.046	-	-	57.93	0.441	17.423	66.436	0.069	0.078	-	12.71	20.346
Griffin 2026.05	0.05	4.46	0.461	78.232	0.463	35.59	53.214	0.092	0.151	1.471	10.56	-
Griffin 2026.07	0.05	-	-	78.232	0.463	35.59	53.214	0.092	0.151	-	13.86	23.97
RT*zero 2026.05	0.058	2.901	0.379	73.999	0.455	18.802	57.996	0.11	0.089	1.24	9.44	-
RT 2026.07	0.058	-	-	73.999	0.455	18.802	57.996	0.11	0.089	-	13.71	21.644