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Learning to Diagnose Privately: DP-Powered LLMs for Radiology Report Classification. [PDF]

open access: yesIEEE Access
Bhattacharjee P   +7 more
europepmc   +1 more source

La-LoRA: Parameter-efficient fine-tuning with layer-wise adaptive low-rank adaptation

Neural Networks
Parameter-efficient fine-tuning (PEFT) has emerged as a critical paradigm for adapting large pre-trained models to downstream tasks, offering a balance between computational efficiency and model performance. Among these methods, Low-Rank Adaptation (LoRA) has gained significant popularity due to its efficiency; it freezes the pre-trained weights and ...
Yuan Jiabin, Lili Fan
exaly   +4 more sources

SLDP-LoRA: A Privacy-Preserving Split Learning Framework With Low-Rank Adaptation

IEEE Transactions on Network Science and Engineering
Ximeng Liu, Jia-Li Yin, Yirui Huang
exaly   +3 more sources

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