parameter-efficient fine-tuning

KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation NAACL 2024 Knowledge Composition using Task Vectors with Learned Anisotropic Scaling NeurIPS 2024 Knowledge Editing in Language Models via Adapted Direct Preference Optimization EMNLP 2024 KorSmishing Explainer: A Korean-centric LLM-based Framework for Smishing Detection and Explanation Generation EMNLP 2024 LaMDA: Large Model Fine-Tuning via Spectrally Decomposed Low-Dimensional Adaptation EMNLP 2024 Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization EMNLP 2024 Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic ACL 2024 LaRA: Large Rank Adaptation for Speech and Text Cross-Modal Learning in Large Language Models EMNLP 2024 Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models EMNLP 2024 Learning Global Controller in Latent Space for Parameter-Efficient Fine-Tuning ACL 2024 Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning ICLR 2024 Learning to Route Among Specialized Experts for Zero-Shot Generalization ICML 2024 Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models EMNLP 2024 Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models EMNLP 2024 Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning ACL 2024 Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models EMNLP 2024 Lightweight Zero-shot Text-to-Speech with Mixture of Adapters Interspeech 2024 LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NeurIPS 2024 LLaMA-2-Econ: Enhancing Title Generation, Abstract Classification, and Academic Q&A in Economic Research COLING 2024 LLaMA-Adapter: Efficient Fine-tuning of Large Language Models with Zero-initialized Attention ICLR 2024 LLaMA-Excitor: General Instruction Tuning via Indirect Feature Interaction CVPR 2024 Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge Injection EMNLP 2024 LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024 LLM-based Medical Assistant Personalization with Short- and Long-Term Memory Coordination NAACL 2024 LLoCO: Learning Long Contexts Offline EMNLP 2024