Node Classification on DBLP Domain Adaptation Transfers

80.65F1 Score (A->C)ADAlign

Evaluation Results

Method
ADAlign2026.02	80.65	—	—	—	—	—	—	—	—	—	—	—	—	—	76	77.62	77.48	75.83	79.95
TDSS2026.02	79.1	—	—	—	—	—	—	—	—	—	—	—	—	—	71.59	76.09	74.96	73.23	77.7
UDAGCN2026.02	78.74	—	—	—	—	—	—	—	—	—	—	—	—	—	72.59	74.37	75.56	70.1	76.09
A2GNN2026.02	78.06	—	—	—	—	—	—	—	—	—	—	—	—	—	71.31	76.41	73.28	74.48	76.01
DGSDA2026.02	77.03	—	—	—	—	—	—	—	—	—	—	—	—	—	72.63	71.61	75.52	71.82	76.13
GAA2026.02	75.85	—	—	—	—	—	—	—	—	—	—	—	—	—	68.07	73.57	71.4	62.66	72.74
HGDA2026.02	74.28	—	—	—	—	—	—	—	—	—	—	—	—	—	69.03	66.98	70.59	66.47	72.85
SA-GDA2026.02	72.1	—	—	—	—	—	—	—	—	—	—	—	—	—	65.13	71.4	70.97	56.83	69.08
GRADE2026.02	71.66	—	—	—	—	—	—	—	—	—	—	—	—	—	63.05	68.43	69.76	56.45	66.54
GraphAlign2026.02	71.09	—	—	—	—	—	—	—	—	—	—	—	—	—	65.51	61.37	71.18	62.33	65.56
DANE2026.02	66.89	—	—	—	—	—	—	—	—	—	—	—	—	—	59.09	64.04	60.34	57.98	62.37
GCN2026.02	66.49	—	—	—	—	—	—	—	—	—	—	—	—	—	59.53	65.06	65.8	58.95	64.66
AdaGCN2026.02	64.15	—	—	—	—	—	—	—	—	—	—	—	—	—	61.97	63.22	66.43	58.99	58.27
GIN2026.02	62.34	—	—	—	—	—	—	—	—	—	—	—	—	—	53.08	61.34	64.83	51.36	63.09
GAT2026.02	59.6	—	—	—	—	—	—	—	—	—	—	—	—	—	55.09	58.06	63.82	52.99	59.96
PairAlign2026.02	55.11	—	—	—	—	—	—	—	—	—	—	—	—	—	53.8	51.57	59.02	46.47	53.66
StruRW2026.02	54.49	—	—	—	—	—	—	—	—	—	—	—	—	—	52.54	51.77	56.74	44.68	50.47
A2GNN2026.02	—	80.93	78.06	75.94	71.31	75.09	76.41	77.16	73.28	73.21	74.48	79.72	76.01	75.97	—	—	—	—	—
AdaGCN2026.02	—	68.07	64.15	66.72	61.97	63.25	63.22	70.97	66.43	60.68	58.99	65.83	58.27	64.05	—	—	—	—	—
DANE2026.02	—	69.77	66.89	62.41	59.09	63.93	64.04	65.05	60.34	58.21	57.98	67.41	62.37	63.12	—	—	—	—	—
DGSDA2026.02	—	78.59	77.03	73.71	72.63	73.96	71.61	76.56	75.52	72.69	71.82	77.41	76.13	74.75	—	—	—	—	—
DiffGDA2026.02	—	82.28	81.07	76.7	73.2	75.75	77.04	78.11	77.09	74.55	75.96	80.71	78.53	77.58	—	—	—	—	—
GAA2026.02	—	80.03	75.85	73.32	68.07	73.15	73.57	76.04	71.4	68.32	62.66	78.27	72.74	72.65	—	—	—	—	—
GAT2026.02	—	62.77	59.6	60.29	55.09	58.35	58.06	67.07	63.82	54.33	52.99	63.24	59.96	59.63	—	—	—	—	—
GCN2026.02	—	70.82	66.49	65.05	59.53	65.44	65.06	69.46	65.8	59.92	58.95	66.83	64.66	64.83	—	—	—	—	—
GGDA2026.02	—	79.33	76.02	73.58	68.97	73.5	73.91	76.62	72.94	70.94	72.27	77.95	75.24	74.27	—	—	—	—	—
GIN2026.02	—	69.95	62.34	64.69	53.08	62.63	61.34	68.54	64.83	58.18	51.36	69.91	63.09	62.5	—	—	—	—	—
GRADE2026.02	—	75.02	71.66	68.17	63.05	68.96	68.43	73.48	69.76	61.72	56.45	71.69	66.54	67.91	—	—	—	—	—
GraphAlign2026.02	—	75.18	71.09	68.81	65.51	65.21	61.37	72.21	71.18	61.66	62.33	68.85	65.56	67.41	—	—	—	—	—
PairAlign2026.02	—	60.25	55.11	59.58	53.8	56.02	51.57	63.49	59.02	51.83	46.47	58.6	53.66	55.78	—	—	—	—	—
StruRW2026.02	—	60.48	54.49	59.63	52.54	56.18	51.77	62.5	56.74	52.25	44.68	57.55	50.47	54.94	—	—	—	—	—
TDSS2026.02	—	80.41	79.1	74.04	71.59	72.88	76.09	77.23	74.96	72.38	73.23	79.04	77.7	75.72	—	—	—	—	—
UDAGCN2026.02	—	80.68	78.74	74.66	72.59	73.46	74.37	76.97	75.56	69.36	70.1	77.81	76.09	75.03	—	—	—	—	—