Results 1 to 10 of about 1,487,080 (215)
Privacy-Preserving Prompt Tuning for Large Language Model Services [PDF]
arXiv.org, 2023 Prompt tuning provides an efficient way for users to customize Large Language Models (LLMs) with their private data in the emerging LLM service scenario.
Yansong Li, Zhixing Tan, Yang Liu
semanticscholar +1 more source
Privacy-Preserving Data Mining and Analytics in Big Data [PDF]
E3S Web of Conferences, 2023 Privacy concerns have gotten more attention as Big Data has spread. The difficulties of striking a balance between the value of data and individual privacy have led to the emergence of privacy-preserving data mining and analytics approaches as a crucial ...
Basha M. John +6 more
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Privacy Preserving Data Mining Using Random Decision Tree Over Partition Data: Survey [PDF]
ITM Web of Conferences, 2022 The development of data mining with data protection and data utility can manage distributed data efficiently. This paper revisits the concepts and techniques of privacy-preserving Random Decision Tree (RDT).
Othman Nashwan Adnan +1 more
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CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU [PDF]
IEEE Symposium on Security and Privacy, 2021 We introduce CryptGPU, a system for privacy-preserving machine learning that implements all operations on the GPU (graphics processing unit). Just as GPUs played a pivotal role in the success of modern deep learning, they are also essential for realizing
Sijun Tan +3 more
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Review of Privacy-preserving Mechanisms in Crowdsensing [PDF]
Jisuanji kexue, 2022 In recent years,the rapid popularity of intelligent terminals has greatly promoted the development of crowdsensing service paradigm,which integrates data collection,analysis and processing.As a necessary base to ensure the safe operation of services and ...
LI Li, HE Xin, HAN Zhi-jie
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A Privacy-Preserving Scheme for Smart Grid Using Trusted Execution Environment
IEEE Access, 2023 The increasing transformation from the legacy power grid to the smart grid brings new opportunities and challenges to power system operations. Bidirectional communications between home-area devices and the distribution system empower smart grid ...
Mete Akgun +2 more
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Polar Codes for Module-LWE Public Key Encryption: The Case of Kyber
Cryptography, 2023 In modern society, the Internet is one of the most used means of communication. Thus, secure information transfer is inevitably of major importance.
Iason Papadopoulos, Jiabo Wang
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Entropy, 2022 Privacy-preserving machine learning has become an important study at present due to privacy policies. However, the efficiency gap between the plain-text algorithm and its privacy-preserving version still exists.
Weiming Wei, Chunming Tang, Yucheng Chen
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THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption [PDF]
Findings, 2022 As more and more pre-trained language models adopt on-cloud deployment, the privacy issues grow quickly, mainly for the exposure of plain-text user data (e.g., search history, medical record, bank account).
Tianyu Chen +8 more
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A Comprehensive Survey of Privacy-preserving Federated Learning
ACM Computing Surveys, 2021 The past four years have witnessed the rapid development of federated learning (FL). However, new privacy concerns have also emerged during the aggregation of the distributed intermediate results.
Xuefei Yin, Yanming Zhu, Jiankun Hu
semanticscholar +1 more source