Watermarking

SocialGenPod: Privacy-Friendly Generative AI Social Web Applications with Decentralised Personal Data Stores

Authors: Vidminas Vizgirda, Rui Zhao, Naman Goel | Published: 2024-03-15
Watermarking
Data Management System
Privacy Protection

Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification

Authors: Alberto Carlevaro, Teodoro Alamo Cantarero, Fabrizio Dabbene, Maurizio Mongelli | Published: 2024-03-15
Watermarking
Model Interpretability
Quantification of Uncertainty

NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models

Authors: Chen Qian, Xiaochang Li, Qineng Wang, Gang Zhou, Huajie Shao | Published: 2024-03-15 | Updated: 2024-03-19
Watermarking
Dataset Generation
Network Threat Detection

SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness

Authors: Sangamesh Kodge, Deepak Ravikumar, Gobinda Saha, Kaushik Roy | Published: 2024-03-13 | Updated: 2025-01-02
Algorithm
Watermarking
Label

Towards Independence Criterion in Machine Unlearning of Features and Labels

Authors: Ling Han, Nanqing Luo, Hao Huang, Jing Chen, Mary-Anne Hartley | Published: 2024-03-12
Watermarking
Privacy Protection
Machine Unlearning

Duwak: Dual Watermarks in Large Language Models

Authors: Chaoyi Zhu, Jeroen Galjaard, Pin-Yu Chen, Lydia Y. Chen | Published: 2024-03-12 | Updated: 2024-08-08
Watermarking
Token Processing and Collection
Watermark Evaluation

Visual Privacy Auditing with Diffusion Models

Authors: Kristian Schwethelm, Johannes Kaiser, Moritz Knolle, Daniel Rueckert, Georgios Kaissis, Alexander Ziller | Published: 2024-03-12
Watermarking
Poisoning
Reconstruction Durability

A Framework for Cost-Effective and Self-Adaptive LLM Shaking and Recovery Mechanism

Authors: Zhiyu Chen, Yu Li, Suochao Zhang, Jingbo Zhou, Jiwen Zhou, Chenfu Bao, Dianhai Yu | Published: 2024-03-12
Watermarking
Privacy Protection Method
Framework

DNNShield: Embedding Identifiers for Deep Neural Network Ownership Verification

Authors: Jasper Stang, Torsten Krauß, Alexandra Dmitrienko | Published: 2024-03-11
DNN IP Protection Method
Watermarking
Model Performance Evaluation

EdgeLeakage: Membership Information Leakage in Distributed Edge Intelligence Systems

Authors: Kongyang Chen, Yi Lin, Hui Luo, Bing Mi, Yatie Xiao, Chao Ma, Jorge Sá Silva | Published: 2024-03-08
Watermarking
Membership Inference
Defense Method