Watermarking

Promoting Data and Model Privacy in Federated Learning through Quantized LoRA

Authors: JianHao Zhu, Changze Lv, Xiaohua Wang, Muling Wu, Wenhao Liu, Tianlong Li, Zixuan Ling, Cenyuan Zhang, Xiaoqing Zheng, Xuanjing Huang | Published: 2024-06-16
Watermarking
Privacy Protection Method
Quantization and Privacy

Speed-up of Data Analysis with Kernel Trick in Encrypted Domain

Authors: Joon Soo Yoo, Baek Kyung Song, Tae Min Ahn, Ji Won Heo, Ji Won Yoon | Published: 2024-06-14
Watermarking
Computational Efficiency
Computational Complexity

Privacy-preserving Quantification of Non-IID Degree in Federated Learning

Authors: Yuping Yan, Yizhi Wang, Yingchao Yu, Yaochu Jin | Published: 2024-06-14
Integration of FL and HE
Watermarking
Cryptography

Noise-Aware Differentially Private Regression via Meta-Learning

Authors: Ossi Räisä, Stratis Markou, Matthew Ashman, Wessel P. Bruinsma, Marlon Tobaben, Antti Honkela, Richard E. Turner | Published: 2024-06-12 | Updated: 2025-05-08
Watermarking
Data Privacy Assessment
Privacy Protection Method

Erasing Radio Frequency Fingerprints via Active Adversarial Perturbation

Authors: Zhaoyi Lu, Wenchao Xu, Ming Tu, Xin Xie, Cunqing Hua, Nan Cheng | Published: 2024-06-11 | Updated: 2024-06-12
Watermarking
Fingerprinting Method
Signal Perturbation Method

Robust Distribution Learning with Local and Global Adversarial Corruptions

Authors: Sloan Nietert, Ziv Goldfeld, Soroosh Shafiee | Published: 2024-06-10 | Updated: 2024-06-24
Watermarking
Loss Function
Evaluation Method

Injecting Undetectable Backdoors in Obfuscated Neural Networks and Language Models

Authors: Alkis Kalavasis, Amin Karbasi, Argyris Oikonomou, Katerina Sotiraki, Grigoris Velegkas, Manolis Zampetakis | Published: 2024-06-09 | Updated: 2024-09-07
Watermarking
Backdoor Attack

GENIE: Watermarking Graph Neural Networks for Link Prediction

Authors: Venkata Sai Pranav Bachina, Ankit Gangwal, Aaryan Ajay Sharma, Charu Sharma | Published: 2024-06-07 | Updated: 2025-01-12
Watermarking
Prompt Injection
Watermark Robustness

Contrastive explainable clustering with differential privacy

Authors: Dung Nguyen, Ariel Vetzler, Sarit Kraus, Anil Vullikanti | Published: 2024-06-07
Algorithm
Watermarking
Privacy Protection Method

FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation

Authors: Hanlin Gu, Jiahuan Luo, Yan Kang, Yuan Yao, Gongxi Zhu, Bowen Li, Lixin Fan, Qiang Yang | Published: 2024-06-03
Watermarking
Privacy Protection Method
Model Performance Evaluation