A single closed-form ridge update to selected MLP layers removes targeted knowledge from LLMs in seconds, with state-of-the-art forgetting-utility trade-offs and quantization robustness.
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GROM: Gradient-Free Rapid One-Shot Machine Unlearning
A single closed-form ridge update to selected MLP layers removes targeted knowledge from LLMs in seconds, with state-of-the-art forgetting-utility trade-offs and quantization robustness.