Watermarking

PAD: Towards Principled Adversarial Malware Detection Against Evasion Attacks

Authors: Deqiang Li, Shicheng Cui, Yun Li, Jia Xu, Fu Xiao, Shouhuai Xu | Published: 2023-02-22 | Updated: 2023-04-06
DNN IP Protection Method
Watermarking
Vulnerability detection

Generalization Bounds for Adversarial Contrastive Learning

Authors: Xin Zou, Weiwei Liu | Published: 2023-02-21
Watermarking
Model Performance Evaluation
Adversarial Example

Certified private data release for sparse Lipschitz functions

Authors: Konstantin Donhauser, Johan Lokna, Amartya Sanyal, March Boedihardjo, Robert Hönig, Fanny Yang | Published: 2023-02-19 | Updated: 2023-08-28
Watermarking
Privacy Enhancing Technology
Model Performance Evaluation

Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation

Authors: Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas | Published: 2023-02-03 | Updated: 2023-10-14
DNN IP Protection Method
Watermarking
Model Performance Evaluation

Deep Learning model integrity checking mechanism using watermarking technique

Authors: Shahinul Hoque, Farhin Farhad Riya, Yingyuan Yang, Jinyuan Sun | Published: 2023-01-29 | Updated: 2025-03-21
DNN IP Protection Method
Watermarking
Model Architecture

Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering

Authors: Rui Zhu, Di Tang, Siyuan Tang, Guanhong Tao, Shiqing Ma, Xiaofeng Wang, Haixu Tang | Published: 2023-01-29 | Updated: 2024-03-02
Watermarking
Poisoning
Analysis of Detection Methods

Alignment with human representations supports robust few-shot learning

Authors: Ilia Sucholutsky, Thomas L. Griffiths | Published: 2023-01-27 | Updated: 2023-10-29
Few-Shot Learning
Watermarking
Safety Alignment

Practical Differentially Private Hyperparameter Tuning with Subsampling

Authors: Antti Koskela, Tejas Kulkarni | Published: 2023-01-27 | Updated: 2024-02-13
Watermarking
Privacy Enhancing Technology
Optimization Problem

A Watermark for Large Language Models

Authors: John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, Tom Goldstein | Published: 2023-01-24 | Updated: 2024-05-01
Watermarking
Prompt Injection
Analysis of Detection Methods

DODEM: DOuble DEfense Mechanism Against Adversarial Attacks Towards Secure Industrial Internet of Things Analytics

Authors: Onat Gungor, Tajana Rosing, Baris Aksanli | Published: 2023-01-23
DNN IP Protection Method
Watermarking
Analysis of Detection Methods