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Image Classification on CIFAR-10 IID

92.55Accuracy

centralized learning

Updated 9d ago

Evaluation Results

Method	Links
centralized learning 2022.03		92.55
No ATK 2024.04		89.2
EdgeFLowRand 2026.03		89.16
EdgeFLowSeq 2026.03		88.99
FedAvg 2026.03		88.66
No ATK 2024.04		88.2
ROP 2024.04		88.2
No ATK 2024.04		88
No ATK 2024.04		87.8
Bit Flip 2024.04		87.8
No ATK 2024.04		87.7
Label Flip 2024.04		87.7
No ATK 2024.04		87.6
Bit Flip 2024.04		87.5
A-FedPDSAM 2024.09		87.44
No ATK 2024.04		87.4
FedFTG 2022.03		87.34
Label Flip 2024.04		87.1
FedSpeed 2024.09		86.9
FedED 2025.08		86.87
Bit Flip 2024.04		86.5
A-FedPDSAM 2024.09		86.47
Label Flip 2024.04		86.4
EdgeFD 2025.08		86.37
FedMD 2025.08		86.31
Label Flip 2024.04		86.3
Bit Flip 2024.04		86.2
HSA 2024.04		86.12
Selective-FD 2025.08		86.06
FedSpeed 2024.09		86.01
SCAFFOLD 2022.03		85.99
DS-FL 2025.08		85.82
IPM 2024.04		85.8
Label Flip 2024.04		85.8
IndLearn 2025.08		85.53
A-FedPD 2024.09		85.31
IPM 2024.04		85.3
FedDyn 2022.03		85.19
A-FedPD 2024.09		85.11
HSA 2024.04		85
IPM 2024.04		84.9
PLS 2025.08		84.77
GPSL 2024.07		84.74
GPSL 2024.07		84.66
FedDyn 2024.09		84.49
FedDF 2022.03		84.47
FPLS 2024.07		84.42
GPSL 2024.07		84.4
MOON 2022.03		84.34
SCAFFOLD 2024.09		84.31
FLS 2024.07		84.31
FPLS 2024.07		84.31
GPSL 2024.07		84.29
SCAFFOLD 2024.09		84.25
FedCM 2024.09		84.22
FLS 2024.07		84.21
FLS 2024.07		84.15
FPLS 2024.07		84.15
FedProx 2022.03		84.1
FLS 2024.07		84.1
FPLS 2024.07		84.1
FKD 2025.08		84.1
FedGen 2022.03		83.91
IPM 2024.04		83.8
FedSAM 2024.09		83.79
FedAvg 2022.03		83.78
FedDyn 2024.09		83.71
FedSAM 2024.09		83.22
HSA 2024.04		83.12
DHSA 2024.04		83
FedAvg 2026.04		82.45
SpectralFed 2026.04		82.27
SpectralFuse 2026.04		82.25
Bit Flip 2024.04		82.2
ShapFed 2026.04		81.99
FedAvg 2024.09		81.87
FedAvg 2024.09		81.67
ALIE 2024.04		81
Bit Flip 2024.04		80.9
ALIE 2024.04		80.7
FedCM 2024.09		80.34
Bit Flip 2024.04		80.1
Label Flip 2024.04		79.9
ROP 2024.04		79
Label Flip 2024.04		78.5
SFL 2026.03		77.5
CGSV* 2026.04		75.48
HO-SFL 2026.03		75
HSA - Π_g(δ) 2024.04		74.5
FEDADAVR-QUANT 2026.01		73.364
ALIE 2024.04		72.8
FEDADAVR 2026.01		72.031
FEDADAVR 2026.01		71.228
FEDADAVR 2026.01		70.847
FEDADAVR-QUANT 2026.01		70.322
FEDADAVR 2026.01		70.111
FEDADAVR 2026.01		70.079
IPM 2024.04		70
FEDADAVR-QUANT 2026.01		69.752
FEDADAVR-QUANT 2026.01		69.562

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