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Reparametrizing Shampoo and SOAP for Subspace Basis Updates and BFloat16 Storage

arXiv cs.LG · 2026-05-27 Cached

This paper proposes a reparametrization of the preconditioner in Shampoo-based optimization methods (like KL-Shampoo and SOAP) to support BFloat16 storage and reduce computational overhead by updating only part of the basis via QR decomposition in a subspace, making these methods more memory- and time-efficient.

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