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Stefan Horoi

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#artificial intelligence Preprint Oct 2026

How Inner Optimizers Shape Replica Scaling

It is theoretically and empirically demonstrated that whitening-based pre-conditioning is a powerful inner-optimizer desideratum, and empirical evaluation extends the results to reveal that whitening-based inner-optimizers achieve strong replica scaling (for 8-96 replicas), with performance relative to DP improving as...

Eugene Belilovsky, Stefan Horoi, Edouard Oyallon et al. · 0 citations

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