Towards Next-Generation Steganalysis: LLMs Unleash the Power of Detecting Steganography
Authors: Minhao Bai. Jinshuai Yang, Kaiyi Pang, Huili Wang, Yongfeng Huang | Published: 2024-05-15
Watermark Evaluation
Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory
Authors: Pasan Dissanayake, Sanghamitra Dutta | Published: 2024-05-08 | Updated: 2024-11-05
ModelShield: Adaptive and Robust Watermark against Model Extraction Attack
Authors: Kaiyi Pang, Tao Qi, Chuhan Wu, Minhao Bai, Minghu Jiang, Yongfeng Huang | Published: 2024-05-03 | Updated: 2025-01-12
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots
Authors: Xi Xin, Giles Hooker, Fei Huang | Published: 2024-04-29 | Updated: 2024-05-01
Attacking Bayes: On the Adversarial Robustness of Bayesian Neural Networks
Authors: Yunzhen Feng, Tim G. J. Rudner, Nikolaos Tsilivis, Julia Kempe | Published: 2024-04-27
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape
Authors: Sifat Muhammad Abdullah, Aravind Cheruvu, Shravya Kanchi, Taejoong Chung, Peng Gao, Murtuza Jadliwala, Bimal Viswanath | Published: 2024-04-24
Chain of trust: Unraveling references among Common Criteria certified products
Authors: Adam Janovsky, Łukasz Chmielewski, Petr Svenda, Jan Jancar, Vashek Matyas | Published: 2024-04-22 | Updated: 2024-08-19
Reliable Model Watermarking: Defending Against Theft without Compromising on Evasion
Authors: Hongyu Zhu, Sichu Liang, Wentao Hu, Fangqi Li, Ju Jia, Shilin Wang | Published: 2024-04-21
Designing a Photonic Physically Unclonable Function Having Resilience to Machine Learning Attacks
Authors: Elena R. Henderson, Jessie M. Henderson, Hiva Shahoei, William V. Oxford, Eric C. Larson, Duncan L. MacFarlane, Mitchell A. Thornton | Published: 2024-04-03
Can Biases in ImageNet Models Explain Generalization?
Authors: Paul Gavrikov, Janis Keuper | Published: 2024-04-01