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Benchmarks
Image Classification on PneumoniaMNIST alpha = 0.1 (Severe Non-IID) (test)
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89.1
Accuracy
Local-Best
70.64
75.4325
80.225
85.0175
May 23, 2026
Accuracy
Macro-F1
ECE
Updated 8d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro-F1
ECE
Local-Best
training_mode=independ...
2026.05
89.1
87.26
8.64
Ours-Dropout
ablation=dropout
2026.05
87.5
85.04
15.17
Centralized
training_mode=pooled data
2026.05
86.54
83.92
9.13
Ours
protocol=ChainLearn
2026.05
78.53
70.11
17.52
FedMD
aggregation=temperatur...
2026.05
77.76
73.5
9.93
FedAvg
rounds=5, backbone=Res...
2026.05
75.9
63.59
21.02
EqualWt-Ens
weighting=equal (Wi=1)
2026.05
72.44
62.32
17.99
FedProx
stabilization=proximal
2026.05
71.35
56.49
22.16
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