FIELD NOTES TOPIC
convergence theory
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Open Problem: Is AdamW Effective Under Heavy-Tailed Noise?
The authors question if AdamW, a commonly used optimizer for training large language models, is effective under heavy-tailed noise as its theory only applies to finite-variance regimes. They mention that sign-based…
