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Matrix Factorization on Exponential learning rate scheduling

1MaxSETrivial factorization Aχ × I
0.950.97511.025Nov 22, 2025

Evaluation results

MethodLinks
Trivial factorization Aχ × IFactorization=(b) Aχ = Aχ × I2025.1111
Square-root factorizationFactorization=(d) Aχ = Aχ^(1/2) × Aχ^(1/2)2025.1111
Learning-rate-aware factorizationFactorization=(e) Aχ = Aχ(Aχ^Toep)^(−1/2) × (Aχ^Toep)^(1/2)2025.1111
Prefix-sum-based factorizationFactorization=(f) Aχ = A1DA1^(−1/2) × A1^(1/2)2025.1111
Lower BoundFactorization=N/A2025.1111