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Benchmarks
Federated Recommendation on Recommendation Dataset
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6
Time per Epoch
FedPerGNN
3.32
21.41
39.5
57.59
Mar 20, 2026
Time per Epoch
Total Epochs
Total Training Time
Memory Usage (GB)
Updated 25d ago
Evaluation Results
Method
Method
Links
Time per Epoch
Total Epochs
Total Training Time
Memory Usage (GB)
FedPerGNN
2026.03
6
200
15
18.8
LPSFed
Backbone=LGCN, Optimiz...
2026.03
19
130
40
6.2
LPSFed
Backbone=LGCN
2026.03
19
130
39
6.2
FedAvg
Backbone=LGCN
2026.03
20
90
30
6.2
FedSSP
Backbone=LGCN
2026.03
20
150
50
6.2
FedMF
2026.03
23
150
59
6.2
FedPUB
Backbone=LGCN
2026.03
25
90
37
10.2
FedHGNN
2026.03
36
100
1
0.6
PFedRec
2026.03
38
135
87
1.4
F2MF
2026.03
39
100
65
6.4
FedRAP
2026.03
73
160
195
1.6
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