Privacy Protection

I can’t see it but I can Fine-tune it: On Encrypted Fine-tuning of Transformers using Fully Homomorphic Encryption

Authors: Prajwal Panzade, Daniel Takabi, Zhipeng Cai | Published: 2024-02-14
Watermarking
Privacy Protection
Privacy Protection Method

Utilizing Large LanguageModels to Detect Privacy Leaks in Mini-App Code

Authors: Liming Jiang | Published: 2024-02-12
LLM Security
Data Privacy Assessment
Privacy Protection

MAGNETO: Edge AI for Human Activity Recognition — Privacy and Personalization

Authors: Jingwei Zuo, George Arvanitakis, Mthandazo Ndhlovu, Hakim Hacid | Published: 2024-02-11 | Updated: 2024-02-14
Edge Computing
Privacy Protection
Real-Time Inference

Barycentric and Pairwise Renyi Quantum Leakage

Authors: Farhad Farokhi | Published: 2024-02-09
Watermarking
Privacy Protection
Quantum Framework

De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

Authors: Sanjari Srivastava, Piotr Mardziel, Zhikhun Zhang, Archana Ahlawat, Anupam Datta, John C Mitchell | Published: 2024-02-07
Data Privacy Assessment
Bias
Privacy Protection

Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT Models

Authors: Junjie Chu, Zeyang Sha, Michael Backes, Yang Zhang | Published: 2024-02-05 | Updated: 2024-10-07
Privacy Protection
Prompt Injection
Malicious Prompt

Human-Centered Privacy Research in the Age of Large Language Models

Authors: Tianshi Li, Sauvik Das, Hao-Ping Lee, Dakuo Wang, Bingsheng Yao, Zhiping Zhang | Published: 2024-02-03
Privacy Protection
Prompt Injection
Human-Centered Approach

Position Paper: Assessing Robustness, Privacy, and Fairness in Federated Learning Integrated with Foundation Models

Authors: Xi Li, Jiaqi Wang | Published: 2024-02-02
Privacy Protection
Fairness evaluation
Federated Learning

BrainLeaks: On the Privacy-Preserving Properties of Neuromorphic Architectures against Model Inversion Attacks

Authors: Hamed Poursiami, Ihsen Alouani, Maryam Parsa | Published: 2024-02-01 | Updated: 2024-05-07
Watermarking
Privacy Protection
Membership Inference

Integrating Differential Privacy and Contextual Integrity

Authors: Sebastian Benthall, Rachel Cummings | Published: 2024-01-28
Integration of CI and DP
Privacy Protection
Privacy Protection Method