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Large language models can be strong differentially private learners
X Li, F Tramer, P Liang, T Hashimoto - ar** Zhang, zhip. zhang@ northeastern. edu, Northeastern
University, Boston, MA, USA; Michelle Jia, michellj@ andrew. cmu. edu, Carnegie Mellon …
University, Boston, MA, USA; Michelle Jia, michellj@ andrew. cmu. edu, Carnegie Mellon …
Exploring the limits of differentially private deep learning with group-wise clip**
Differentially private deep learning has recently witnessed advances in computational
efficiency and privacy-utility trade-off. We explore whether further improvements along the …
efficiency and privacy-utility trade-off. We explore whether further improvements along the …
Identifying and mitigating privacy risks stemming from language models: A survey
V Smith, AS Shamsabadi, C Ashurst… - arxiv preprint arxiv …, 2023 - arxiv.org
Large Language Models (LLMs) have shown greatly enhanced performance in recent years,
attributed to increased size and extensive training data. This advancement has led to …
attributed to increased size and extensive training data. This advancement has led to …
Differentially private decoding in large language models
Recent large-scale natural language processing (NLP) systems use a pre-trained Large
Language Model (LLM) on massive and diverse corpora as a headstart. In practice, the pre …
Language Model (LLM) on massive and diverse corpora as a headstart. In practice, the pre …
Adversarial attacks and defenses for large language models (LLMs): methods, frameworks & challenges
P Kumar - International Journal of Multimedia Information …, 2024 - Springer
Large language models (LLMs) have exhibited remarkable efficacy and proficiency in a
wide array of NLP endeavors. Nevertheless, concerns are growing rapidly regarding the …
wide array of NLP endeavors. Nevertheless, concerns are growing rapidly regarding the …
A customized text sanitization mechanism with differential privacy
As privacy issues are receiving increasing attention within the Natural Language Processing
(NLP) community, numerous methods have been proposed to sanitize texts subject to …
(NLP) community, numerous methods have been proposed to sanitize texts subject to …