Few-shot node classification on Coauther CS benchmark leaderboard · SOTA2 Research

Few-shot node classification on Coauther CS

97.97AccuracyIMPRESS

Evaluation Results

Method	Links
IMPRESS2026.04		97.97
IMPRESS2026.04		97.67
IMPRESS2026.04		94.23
NaQ2026.04		94
G-Meta2026.04		93.9
IMPRESS2026.04		93.6
COSMIC2026.04		93.32
TEG2026.04		93.02
Meta-GPS2026.04		92.39
TEG2026.04		92.36
G-Meta2026.04		92.14
NaQ2026.04		92.13
X-FNC2026.04		92.03
X-FNC2026.04		90.95
TENT2026.04		90.9
TLP2026.04		90.9
TLP2026.04		90.35
Meta-GPS2026.04		90.16
VNT2026.04		89.95
TaskNS2026.04		89.62
NaQ2026.04		89.5
TENT2026.04		89.35
COSMIC2026.04		89.35
GPN2026.04		88.7
Meta-GNN2026.04		87.86
NaQ2026.04		86.3
VNT2026.04		86.12
TaskNS2026.04		86.11
Meta-GNN2026.04		85.76
GPN2026.04		85.6
COSMIC2026.04		85.47
TEG2026.04		84.7
X-FNC2026.04		84.36
Meta-GPS2026.04		83.66
X-FNC2026.04		82.93
VNT2026.04		82.92
TLP2026.04		82.3
GPN2026.04		81.79
Meta-GPS2026.04		81.39
TEG2026.04		80.78
VNT2026.04		80.16
SGC2026.04		79.63
TENT2026.04		78.56
TLP2026.04		78.56
TENT2026.04		78.38
COSMIC2026.04		78.38
GCN2026.04		77.2
GPN2026.04		75.88
Meta-GNN2026.04		75.87
G-Meta2026.04		75.72
ProtoNet2026.04		75.51
SGC2026.04		75.49
G-Meta2026.04		74.18
GCN2026.04		73.52
TaskNS2026.04		72.47
ProtoNet2026.04		71.18
Meta-GNN2026.04		68.59
TaskNS2026.04		68.48
MAML2026.04		65.2
MAML2026.04		62.32
SGC2026.04		59.25
SGC2026.04		56.39
GCN2026.04		56.35
GCN2026.04		52.19
ProtoNet2026.04		51.66
ProtoNet2026.04		47.71
MAML2026.04		42.12
MAML2026.04		36.99