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
敵対的学習
Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent
Authors: Philip Doldo, Derek Everett, Amol Khanna, Andre T Nguyen, Edward Raff | Published: 2025-03-25
TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions
Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21
Towards Robust Stability Prediction in Smart Grids: GAN-based Approach under Data Constraints and Adversarial Challenges
Authors: Emad Efatinasab, Alessandro Brighente, Denis Donadel, Mauro Conti, Mirco Rampazzo | Published: 2025-01-27 | Updated: 2025-06-24
SATA: A Paradigm for LLM Jailbreak via Simple Assistive Task Linkage
Authors: Xiaoning Dong, Wenbo Hu, Wei Xu, Tianxing He | Published: 2024-12-19 | Updated: 2025-03-21
Protecting Confidentiality, Privacy and Integrity in Collaborative Learning
Authors: Dong Chen, Alice Dethise, Istemi Ekin Akkus, Ivica Rimac, Klaus Satzke, Antti Koskela, Marco Canini, Wei Wang, Ruichuan Chen | Published: 2024-12-11 | Updated: 2025-04-17
On the Lack of Robustness of Binary Function Similarity Systems
Authors: Gianluca Capozzi, Tong Tang, Jie Wan, Ziqi Yang, Daniele Cono D'Elia, Giuseppe Antonio Di Luna, Lorenzo Cavallaro, Leonardo Querzoni | Published: 2024-12-05 | Updated: 2025-05-22
Robust LLM safeguarding via refusal feature adversarial training
Authors: Lei Yu, Virginie Do, Karen Hambardzumyan, Nicola Cancedda | Published: 2024-09-30 | Updated: 2025-03-20
Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates
Authors: Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli | Published: 2024-02-27 | Updated: 2025-05-29
LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples
Authors: Jia-Yu Yao, Kun-Peng Ning, Zhen-Hui Liu, Mu-Nan Ning, Yu-Yang Liu, Li Yuan | Published: 2023-10-02 | Updated: 2024-08-04