Protecting Copyrighted Material with Unique Identifiers in Large Language Model Training
Authors: Shuai Zhao, Linchao Zhu, Ruijie Quan, Yi Yang | Published: 2024-03-23 | Updated: 2024-08-12
Watermark Evaluation
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics
Authors: Shan Jia, Reilin Lyu, Kangran Zhao, Yize Chen, Zhiyuan Yan, Yan Ju, Chuanbo Hu, Xin Li, Baoyuan Wu, Siwei Lyu | Published: 2024-03-21 | Updated: 2024-06-11
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
Robustness bounds on the successful adversarial examples in probabilistic models: Implications from Gaussian processes
Authors: Hiroaki Maeshima, Akira Otsuka | Published: 2024-03-04 | Updated: 2025-03-19
Revisiting Differentially Private Hyper-parameter Tuning
Authors: Zihang Xiang, Tianhao Wang, Chenglong Wang, Di Wang | Published: 2024-02-20 | Updated: 2024-06-04
Bounding Reconstruction Attack Success of Adversaries Without Data Priors
Authors: Alexander Ziller, Anneliese Riess, Kristian Schwethelm, Tamara T. Mueller, Daniel Rueckert, Georgios Kaissis | Published: 2024-02-20
DART: A Principled Approach to Adversarially Robust Unsupervised Domain Adaptation
Authors: Yunjuan Wang, Hussein Hazimeh, Natalia Ponomareva, Alexey Kurakin, Ibrahim Hammoud, Raman Arora | Published: 2024-02-16
Private PAC Learning May be Harder than Online Learning
Authors: Mark Bun, Aloni Cohen, Rathin Desai | Published: 2024-02-16
Measuring and Reducing LLM Hallucination without Gold-Standard Answers
Authors: Jiaheng Wei, Yuanshun Yao, Jean-Francois Ton, Hongyi Guo, Andrew Estornell, Yang Liu | Published: 2024-02-16 | Updated: 2024-06-06
How Much Does Each Datapoint Leak Your Privacy? Quantifying the Per-datum Membership Leakage
Authors: Achraf Azize, Debabrota Basu | Published: 2024-02-15