Design and Optimization of Cloud Native Homomorphic Encryption Workflows for Privacy-Preserving ML Inference
Authors: Tejaswini Bollikonda | Published: 2025-10-28
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SPEAR++: Scaling Gradient Inversion via Sparsely-Used Dictionary Learning
Authors: Alexander Bakarsky, Dimitar I. Dimitrov, Maximilian Baader, Martin Vechev | Published: 2025-10-28
LLMs can hide text in other text of the same length
Authors: Antonio Norelli, Michael Bronstein | Published: 2025-10-22 | Updated: 2025-10-27
SimKey: A Semantically Aware Key Module for Watermarking Language Models
Authors: Shingo Kodama, Haya Diwan, Lucas Rosenblatt, R. Teal Witter, Niv Cohen | Published: 2025-10-11 | Updated: 2025-11-03
RepoMark: A Data-Usage Auditing Framework for Code Large Language Models
Authors: Wenjie Qu, Yuguang Zhou, Bo Wang, Yuexin Li, Lionel Z. Wang, Jinyuan Jia, Jiaheng Zhang | Published: 2025-08-29 | Updated: 2025-11-03
SoK: Semantic Privacy in Large Language Models
Authors: Baihe Ma, Yanna Jiang, Xu Wang, Guangshen Yu, Qin Wang, Caijun Sun, Chen Li, Xuelei Qi, Ying He, Wei Ni, Ren Ping Liu | Published: 2025-06-30
ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models
Authors: Mina Namazi, Alexander Nemecek, Erman Ayday | Published: 2025-06-26
Counterfactual Influence as a Distributional Quantity
Authors: Matthieu Meeus, Igor Shilov, Georgios Kaissis, Yves-Alexandre de Montjoye | Published: 2025-06-25
PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty
Authors: Jinwen He, Yiyang Lu, Zijin Lin, Kai Chen, Yue Zhao | Published: 2025-06-24
Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases
Authors: Yubeen Bae, Minchan Kim, Jaejin Lee, Sangbum Kim, Jaehyung Kim, Yejin Choi, Niloofar Mireshghallah | Published: 2025-06-19 | Updated: 2025-07-01