Watermark Evaluation

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

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
Attack Method
Adversarial Example
Watermark Evaluation

Revisiting Differentially Private Hyper-parameter Tuning

Authors: Zihang Xiang, Tianhao Wang, Chenglong Wang, Di Wang | Published: 2024-02-20 | Updated: 2024-06-04
Hyperparameter Tuning
Privacy Protection Method
Watermark Evaluation

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
Data Privacy Assessment
Privacy Protection Method
Watermark Evaluation

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
Algorithm
Adversarial Training
Watermark Evaluation

Private PAC Learning May be Harder than Online Learning

Authors: Mark Bun, Aloni Cohen, Rathin Desai | Published: 2024-02-16
Watermarking
Online Learning
Watermark Evaluation

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
Few-Shot Learning
Detection of Hallucinations
Watermark Evaluation

How Much Does Each Datapoint Leak Your Privacy? Quantifying the Per-datum Membership Leakage

Authors: Achraf Azize, Debabrota Basu | Published: 2024-02-15
Membership Inference
Hypothesis Testing
Watermark Evaluation

CycPUF: Cyclic Physical Unclonable Function

Authors: Michael Dominguez, Amin Rezaei | Published: 2024-02-12
FPGA
Evaluation Methods for PUF
Watermark Evaluation

ACW: Enhancing Traceability of AI-Generated Codes Based on Watermarking

Authors: Boquan Li, Mengdi Zhang, Peixin Zhang, Jun Sun, Xingmei Wang, Zirui Fu | Published: 2024-02-12 | Updated: 2024-08-21
Algorithm
Watermarking
Watermark Evaluation