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ResearchFormerly WizWand

Global Source Attribution on MLAAD Closed-Set IID (test)

95.44F1-Macro (Seen IID)Strategy 1 (Orthonormal Prototypes)
94.472894.723994.97595.2261Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Strategy 1 (Orthonormal Prototypes)MSE (λ)=1.02026.0795.44
Strategy 2.A (Factorized Prototypes)MSE (λ)=1.02026.0795.36
Strategy 1 (Orthonormal Prototypes)MSE (λ)=0.052026.0795.34
Strategy 1 (Orthonormal Prototypes)MSE (λ)=0.12026.0795.31
Strategy 2.A (Factorized Prototypes)MSE (λ)=0.12026.0795.21
Strategy 1 (Orthonormal Prototypes)MSE (λ)=0.02026.0795.2
Strategy 2.A (Factorized Prototypes)MSE (λ)=0.052026.0795.17
Baseline (ArcFace)MSE (λ)=–2026.0795.11
Strategy 2.B (Residual Modeling)MSE (λ)=1.02026.0795.09
Strategy 2.B (Residual Modeling)MSE (λ)=0.12026.0794.99
Strategy 2.A (Factorized Prototypes)MSE (λ)=0.02026.0794.93
Strategy 2.B (Residual Modeling)MSE (λ)=0.052026.0794.62
Strategy 2.B (Residual Modeling)MSE (λ)=0.02026.0794.51