MobiEdit performs on-device LLM knowledge editing by estimating gradients through forward passes only, combined with mixed-precision quantization, early stopping, and prefix caching.
Optimal rates for zero-order convex optimization: The power of two function e valuations
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MobiEdit: Resource-efficient Knowledge Editing for Personalized On-device LLMs
MobiEdit performs on-device LLM knowledge editing by estimating gradients through forward passes only, combined with mixed-precision quantization, early stopping, and prefix caching.