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Golden Layers and Where to Find Them: Improved Knowledge Editing for Large Language Models Via Layer Gradient Analysis
Layer Gradient Analysis identifies fixed golden layers near sample-wise optimal for robust LLM knowledge editing without trial-and-error.
Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 1 on Hugging Face
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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5