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Graph Class-Incremental Learning on Products
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94
AA
Oracle
0.296
24.623
48.95
73.277
Feb 8, 2026
AA
AF
Updated 1mo ago
Evaluation Results
Method
Method
Links
AA
AF
Oracle
Category=Upper bound
2026.02
94
-
TAAM
Category=Parameter iso...
2026.02
92.9
0
TPP
Category=Parameter iso...
2026.02
84.9
0
Joint
Category=Upper bound
2026.02
65.2
-
PDGNNs
Category=Replay
2026.02
45.2
7.1
DeLoMe
Category=Replay
2026.02
37.8
35.8
SSM
Category=Replay
2026.02
32.9
15.3
ER-GNN
Category=Regularisation
2026.02
22.5
33.1
LwF
Category=Lower bound
2026.02
21.4
33.4
TWP
Category=Regularisation
2026.02
5.5
78.3
Finetuning
Category=Lower bound
2026.02
4.7
31.1
MAS
Category=Regularisation
2026.02
3.9
88.7
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