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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 190 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PreDi (ρ̄* = 1.5, σ* = 1.0) (test)

Fed-MAE+PreP-WFL

70.21Accuracy (Test Set)

2

Apr 1, 2026

PreDi ρ̄* = 2.0, σ* = 1.0 (test)

Fed-MAE+PreP-WFL

77.3Test Accuracy

2

Apr 1, 2026

PreDi ρ̄* = 2.5, σ* = 1.0 (test)

Fed-MAE+PreP-WFL

79.51Test Accuracy

2

Apr 1, 2026

PreDi (ρ̄* = 3.0, σ* = 1.0) (test)

Fed-MAE+PreP-WFL

81Test Accuracy

2

Apr 1, 2026

PreDi ρ̄* = 3.5, σ* = 1.0 (test)

Fed-MAE+PreP-WFL

82.56Test Accuracy

2

Apr 1, 2026

PreDi (ρ̄* = 1.5, σ* = 0.0) (test)

Fed-MAE+PreP-WFL

71.16Accuracy

2

Apr 1, 2026

PreDi (ρ̄* = 2.0, σ* = 0.0) (test)

Fed-MAE+PreP-WFL

78.11Test Accuracy

2

Apr 1, 2026

PreDi (ρ̄* = 2.5, σ* = 0.0) (test)

Fed-MAE+PreP-WFL

79.01Accuracy

2

Apr 1, 2026

PreDi ρ̄* = 3.0, σ* = 0.0 (test)

Fed-MAE+PreP-WFL

81.22Accuracy

2

Apr 1, 2026

PreDi (ρ̄* = 3.5, σ* = 0.0) (test)

Fed-MAE+PreP-WFL

82.62Accuracy (Test)

2

Apr 1, 2026

99.47AUROC

2

Mar 30, 2026

Breast Cancer Wisconsin

93Stability Score

2

Mar 25, 2026

segmentation task4 (test)

82.3Average Accuracy

2

Mar 24, 2026

segmentation task3 (test)

80.2Average Accuracy

2

Mar 24, 2026

segmentation task2 (test)

78.7Average Accuracy

2

Mar 24, 2026

segmentation task1 (test)

78.8Average Accuracy

2

Mar 24, 2026

sat task4 (test)

77Average Accuracy

2

Mar 24, 2026

sat task3 (test)

75.4Average Accuracy

2

Mar 24, 2026

sat task2 (test)

74.6Average Accuracy

2

Mar 24, 2026

sat task1 (test)

73.5Average Accuracy

2

Mar 24, 2026

pendigits task4 (test)

93.4Average Accuracy

2

Mar 24, 2026

pendigits task3 (test)

92.9Average Accuracy

2

Mar 24, 2026

pendigits task1 (test)

92.1Average Accuracy

2

Mar 24, 2026

optdigits task4 (test)

93.3Average Accuracy

2

Mar 24, 2026

optdigits task3 (test)

93.1Average Accuracy

2

Mar 24, 2026

Page 190 of 202

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