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Published at October 22

GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation

cs.HC

cs.AI

cs.ET

Released Date: October 22, 2024

Authors: Junyu Luo, Yiyang Gu, Xiao Luo, Wei Ju, Zhiping Xiao, Yusheng Zhao, Jingyang Yuan, Ming Zhang

Arxiv: https://arxiv.org/abs/2410.16606v1

Refer to caption

Methods	M0 $\rightarrow$ M1	M1 $\rightarrow$ M0	M0 $\rightarrow$ M2	M2 $\rightarrow$ M0	M0 $\rightarrow$ M3	M3 $\rightarrow$ M0	M1 $\rightarrow$ M2	M2 $\rightarrow$ M1	M1 $\rightarrow$ M3	M3 $\rightarrow$ M1	M2 $\rightarrow$ M3	M3 $\rightarrow$ M2	Avg.
GCN	68.0 $\pm 2.0$	68.8 $\pm 1.5$	60.5 $\pm 2.8$	64.4 $\pm 1.5$	53.7 $\pm 1.3$	58.1 $\pm 1.4$	75.2 $\pm 0.8$	76.2 $\pm 1.5$	67.5 $\pm 1.2$	55.4 $\pm 1.5$	62.5 $\pm 1.0$	68.5 $\pm 1.5$	64.9 $\pm 1.5$
GIN	70.6 $\pm 0.4$	64.2 $\pm 0.9$	63.5 $\pm 1.2$	62.5 $\pm 0.7$	57.0 $\pm 0.1$	56.4 $\pm 0.3$	73.3 $\pm 0.5$	76.5 $\pm 0.4$	65.2 $\pm 0.6$	53.3 $\pm 1.8$	64.4 $\pm 0.8$	66.8 $\pm 0.5$	64.5 $\pm 0.7$
GraphSAGE	71.2 $\pm 0.6$	65.6 $\pm 0.3$	64.3 $\pm 0.3$	65.5 $\pm 0.2$	57.3 $\pm 0.5$	56.5 $\pm 0.3$	74.7 $\pm 0.4$	77.6 $\pm 0.7$	62.3 $\pm 0.4$	51.7 $\pm 0.3$	62.4 $\pm 0.5$	62.3 $\pm 0.7$	64.3 $\pm 0.4$
GAT	69.7 $\pm 1.0$	67.0 $\pm 1.6$	62.7 $\pm 2.3$	67.0 $\pm 1.5$	56.1 $\pm 2.1$	57.8 $\pm 1.7$	76.6 $\pm 1.2$	77.2 $\pm 0.4$	63.4 $\pm 1.3$	53.0 $\pm 3.9$	60.7 $\pm 0.6$	61.8 $\pm 3.2$	64.6 $\pm 1.7$
Mean-Teacher	65.3 $\pm 4.7$	52.1 $\pm 3.4$	70.6 $\pm 2.5$	52.2 $\pm 1.9$	49.9 $\pm 0.5$	49.0 $\pm 0.4$	66.2 $\pm 1.4$	62.7 $\pm 4.1$	50.1 $\pm 1.3$	72.2 $\pm 1.6$	48.9 $\pm 1.7$	65.8 $\pm 3.1$	58.7 $\pm 2.2$
InfoGraph	69.1 $\pm 1.8$	68.9 $\pm 0.3$	66.6 $\pm 2.5$	64.9 $\pm 1.2$	55.9 $\pm 1.0$	57.8 $\pm 2.1$	74.7 $\pm 0.3$	76.8 $\pm 1.5$	65.6 $\pm 0.6$	57.1 $\pm 3.2$	64.7 $\pm 1.9$	64.2 $\pm 2.9$	65.5 $\pm 1.6$
TGNN	73.3 $\pm 4.9$	61.9 $\pm 2.4$	65.3 $\pm 4.0$	58.1 $\pm 2.4$	55.5 $\pm 3.5$	58.1 $\pm 2.4$	65.9 $\pm 1.1$	66.7 $\pm 3.9$	66.5 $\pm 2.1$	70.1 $\pm 1.0$	55.5 $\pm 3.5$	65.3 $\pm 3.0$	63.5 $\pm 2.9$
PLUE	75.2 $\pm 1.4$	68.5 $\pm 0.5$	66.3 $\pm 1.1$	67.9 $\pm 1.6$	54.0 $\pm 1.3$	56.4 $\pm 1.4$	68.4 $\pm 1.0$	76.9 $\pm 3.5$	62.9 $\pm 0.4$	57.6 $\pm 3.0$	62.0 $\pm 0.6$	67.4 $\pm 2.6$	65.3 $\pm 1.5$
GALA	76.4 $\pm 0.8$	69.6 $\pm 1.3$	70.0 $\pm 2.2$	63.2 $\pm 1.2$	58.4 $\pm 1.2$	60.6 $\pm 1.3$	76.9 $\pm 1.8$	80.1 $\pm 1.9$	65.7 $\pm 1.1$	66.5 $\pm 3.1$	65.6 $\pm 1.5$	70.6 $\pm 1.3$	68.6 $\pm 1.6$