Node Classification on MAG (Multi-directional Cross-Domain Evaluation) benchmark leaderboard · SOTA2 Research

Node Classification on MAG (Multi-directional Cross-Domain Evaluation)

40.77US→CN AccuracyTSA-T3A

Evaluation Results

Method	Links
TSA-T3A2025.02		40.77	39.03	49.38	47.81	32.43	40.94	38.12	46.26	43.7	29.07
T3A2025.02		40.58	39	48.96	46.13	32.35	38.92	38.07	46.23	42.82	28.65
SOGA2025.02		34.7	35.18	48.47	33.63	27.98	35.16	18.5	28.35	20.11	14.73
TSA-LAME2025.02		26.58	22.75	35.95	19.3	17.49	32.3	14.86	21.88	15.02	11.13
ERM2025.02		26.26	27.09	38.9	22.88	20.69	27.58	10.77	17.41	12.49	9.05
HomoTTT2025.02		26.08	28.12	39.13	24.16	21.85	25.5	9.64	15.95	11.1	8.08
GTrans2025.02		26.04	26.96	38.71	23.07	20.8	27.49	10.97	17.41	12.58	9.08
ActMAD2025.02		25.14	26.77	37.97	22.3	20.52	26.89	10.35	16.9	12.03	8.71
LAME2025.02		24.54	22.5	35.93	17.61	15.71	28.02	9.08	15.58	10.87	8.01
Matcha-T3A2025.02		22.34	32.18	42.85	34.77	25.75	45.27	33.01	42.08	38.57	29.3
TSA-TENT2025.02		14.51	25.86	29.47	18.76	21.48	16.96	7.89	14.32	8.35	6.16
Matcha-TENT2025.02		13.9	25.87	29.3	18.14	21.03	16.38	7.62	13.84	7.85	5.97
TENT2025.02		13.79	25.67	29.13	18	20.85	16.29	7.59	13.81	7.82	5.94
Matcha-LAME2025.02		8.93	8.18	15.46	6.25	6.69	1.35	17.6	33.42	18.81	4.23