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From Muon to Gradient Clipping: Some Thoughts on QK Stability

Quality: 9/10 Relevance: 9/10

Summary

A technical exploration of the Muon optimizer's stability when applied to QK updates in Transformer attention. The author traces theoretical issues, attempts principled corrections (including decoupling, pseudoinverses, and a unified bilinear view), explores practical heuristics like gradient clipping, and connects the discussion to low-rank factorization and LoRA.

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