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cs.LG2026
Beyond the Matrix Sign: Quadratic Spectral Descent
Qiaozhe Zhang, Jun Sun, Yingzhuang Liu
Muon emerges as a strong competitor of the AdamW for LLM pretraining, because the matrix-wise update it employs can potentially incur smaller second-order penalty than the once dom…
cs.LG2025
Rényi Sharpness: A Novel Sharpness that Strongly Correlates with Generalization
Qiaozhe Zhang, Jun Sun, Ruijie Zhang +1
Sharpness (of the loss minima) is widely believed to be a good indicator of generalization of neural networks. Unfortunately, the correlation between existing sharpness measures an…