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Balancing Differential Privacy and Utility: A Relevance-based Adaptive Private Fine-tuning Framework for Language Models

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY(2025)

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Key words
Adaptation models,Perturbation methods,Noise,Privacy,Differential privacy,Computational modeling,Training,Tuning,Neurons,Deep learning,language models,parameter efficient fine-tuning,layer-wise relevance
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