Machine Learning Algorithms & Natural Language Processing
May 25, 2026 · Artificial Intelligence
Why Large Models Get More Stable with More Edits: Unveiling Lifelong Normalization
The paper analyzes lifelong model editing, showing that Lifelong Normalization (LN) is essential for preventing catastrophic forgetting and model collapse, explains the positive cumulative effect of early edits, and introduces StableEdit with warm‑up and full whitening to achieve robust, million‑scale editing.
Lifelong Model EditingLifelong NormalizationRecursive Bayesian Tracking
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