CoSPED: Consistent Soft Prompt Targeted Data Extraction and Defense
Authors: Yang Zhuochen, Fok Kar Wai, Thing Vrizlynn | Published: 2025-10-13
Privacy Enhancing Technology
Secret-Protected Evolution for Differentially Private Synthetic Text Generation
Authors: Tianze Wang, Zhaoyu Chen, Jian Du, Yingtai Xiao, Linjun Zhang, Qiang Yan | Published: 2025-10-13
Quantifying Information Disclosure During Gradient Descent Using Gradient Uniqueness
Authors: Mahmoud Abdelghafar, Maryam Aliakbarpour, Chris Jermaine | Published: 2025-10-13
Measuring Physical-World Privacy Awareness of Large Language Models: An Evaluation Benchmark
Authors: Xinjie Shen, Mufei Li, Pan Li | Published: 2025-09-27 | Updated: 2025-10-13
FicGCN: Unveiling the Homomorphic Encryption Efficiency from Irregular Graph Convolutional Networks
Authors: Zhaoxuan Kan, Husheng Han, Shangyi Shi, Tenghui Hua, Hang Lu, Xiaowei Li, Jianan Mu, Xing Hu | Published: 2025-06-12
Can We Infer Confidential Properties of Training Data from LLMs?
Authors: Penguin Huang, Chhavi Yadav, Ruihan Wu, Kamalika Chaudhuri | Published: 2025-06-12
Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform
Authors: Jay Roberts, Kyle Mylonakis, Sidhartha Roy, Kaan Kale | Published: 2025-06-11
TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems
Authors: Marco Di Gennaro, Giovanni De Lucia, Stefano Longari, Stefano Zanero, Michele Carminati | Published: 2025-06-09
JavelinGuard: Low-Cost Transformer Architectures for LLM Security
Authors: Yash Datta, Sharath Rajasekar | Published: 2025-06-09
Generate-then-Verify: Reconstructing Data from Limited Published Statistics
Authors: Terrance Liu, Eileen Xiao, Adam Smith, Pratiksha Thaker, Zhiwei Steven Wu | Published: 2025-04-29 | Updated: 2025-06-11