Generative Model

GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security

Authors: Xiangkun Wang, Kejiang Chen, Yuang Qi, Ruiheng Liu, Weiming Zhang, Nenghai Yu | Published: 2025-04-21
Adversarial Learning
Generative Model
Watermarking Technology

Tempest: Autonomous Multi-Turn Jailbreaking of Large Language Models with Tree Search

Authors: Andy Zhou, Ron Arel | Published: 2025-03-13 | Updated: 2025-05-21
Disabling Safety Mechanisms of LLM
Attack Method
Generative Model

Mark Your LLM: Detecting the Misuse of Open-Source Large Language Models via Watermarking

Authors: Yijie Xu, Aiwei Liu, Xuming Hu, Lijie Wen, Hui Xiong | Published: 2025-03-06 | Updated: 2025-03-15
Digital Watermarking for Generative AI
Generative Model
Watermark Removal Technology

Cost-Effective Hallucination Detection for LLMs

Authors: Simon Valentin, Jinmiao Fu, Gianluca Detommaso, Shaoyuan Xu, Giovanni Zappella, Bryan Wang | Published: 2024-07-31 | Updated: 2024-08-09
Hallucination
Detection of Hallucinations
Generative Model

SecretGen: Privacy Recovery on Pre-Trained Models via Distribution Discrimination

Authors: Zhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li | Published: 2022-07-25
Privacy Classification
Privacy Leakage
Generative Model

Generative Models for Security: Attacks, Defenses, and Opportunities

Authors: Luke A. Bauer, Vincent Bindschaedler | Published: 2021-07-21 | Updated: 2021-07-29
Poisoning
Attack Method
Generative Model

PassFlow: Guessing Passwords with Generative Flows

Authors: Giulio Pagnotta, Dorjan Hitaj, Fabio De Gaspari, Luigi V. Mancini | Published: 2021-05-13 | Updated: 2021-12-14
Password Guessing
Performance Evaluation
Generative Model

Improving Query Efficiency of Black-box Adversarial Attack

Authors: Yang Bai, Yuyuan Zeng, Yong Jiang, Yisen Wang, Shu-Tao Xia, Weiwei Guo | Published: 2020-09-24 | Updated: 2020-09-25
Performance Evaluation
Selection and Evaluation of Optimization Algorithms
Generative Model

Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization

Authors: Prashnna Kumar Gyawali, Sandesh Ghimire, Linwei Wang | Published: 2020-09-23
Robustness
Adversarial Example
Generative Model

Semantics-Preserving Adversarial Training

Authors: Wonseok Lee, Hanbit Lee, Sang-goo Lee | Published: 2020-09-23
Poisoning
Robustness
Generative Model