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Benchmarks
Global Source Attribution on MLAAD Closed-Set IID (test)
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95.44
F1-Macro (Seen IID)
Strategy 1 (Orthonormal Prototypes)
94.4728
94.7239
94.975
95.2261
Jul 3, 2026
F1-Macro (Seen IID)
Updated 19d ago
Evaluation Results
Method
Method
Links
F1-Macro (Seen IID)
Strategy 1 (Orthonormal Prototypes)
MSE (λ)=1.0
2026.07
95.44
Strategy 2.A (Factorized Prototypes)
MSE (λ)=1.0
2026.07
95.36
Strategy 1 (Orthonormal Prototypes)
MSE (λ)=0.05
2026.07
95.34
Strategy 1 (Orthonormal Prototypes)
MSE (λ)=0.1
2026.07
95.31
Strategy 2.A (Factorized Prototypes)
MSE (λ)=0.1
2026.07
95.21
Strategy 1 (Orthonormal Prototypes)
MSE (λ)=0.0
2026.07
95.2
Strategy 2.A (Factorized Prototypes)
MSE (λ)=0.05
2026.07
95.17
Baseline (ArcFace)
MSE (λ)=–
2026.07
95.11
Strategy 2.B (Residual Modeling)
MSE (λ)=1.0
2026.07
95.09
Strategy 2.B (Residual Modeling)
MSE (λ)=0.1
2026.07
94.99
Strategy 2.A (Factorized Prototypes)
MSE (λ)=0.0
2026.07
94.93
Strategy 2.B (Residual Modeling)
MSE (λ)=0.05
2026.07
94.62
Strategy 2.B (Residual Modeling)
MSE (λ)=0.0
2026.07
94.51
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