Parameter graph Laplacian spectral regularization and low-pass gradient filtering are proposed for LLM fine-tuning, with reported gains over full fine-tuning, adapters, and LoRA.
A Visual Communication Optimization Method for Human- Computer Interaction Interfaces Using Fuzzy Logic and Wavelet Transform,
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Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning
Parameter graph Laplacian spectral regularization and low-pass gradient filtering are proposed for LLM fine-tuning, with reported gains over full fine-tuning, adapters, and LoRA.