Let the Noise Speak: Harnessing Noise for a Unified Defense Against Adversarial and Backdoor Attacks
Authors: Md Hasan Shahriar, Ning Wang, Naren Ramakrishnan, Y. Thomas Hou, Wenjing Lou | Published: 2024-06-18 | Updated: 2025-04-14
敵対的攻撃検出
Detecting Adversarial Spectrum Attacks via Distance to Decision Boundary Statistics
Authors: Wenwei Zhao, Xiaowen Li, Shangqing Zhao, Jie Xu, Yao Liu, Zhuo Lu | Published: 2024-02-14
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast
Authors: Xiangming Gu, Xiaosen Zheng, Tianyu Pang, Chao Du, Qian Liu, Ye Wang, Jing Jiang, Min Lin | Published: 2024-02-13 | Updated: 2024-06-03
System-level Analysis of Adversarial Attacks and Defenses on Intelligence in O-RAN based Cellular Networks
Authors: Azuka Chiejina, Brian Kim, Kaushik Chowhdury, Vijay K. Shah | Published: 2024-02-10 | Updated: 2024-02-13
Comparing Spectral Bias and Robustness For Two-Layer Neural Networks: SGD vs Adaptive Random Fourier Features
Authors: Aku Kammonen, Lisi Liang, Anamika Pandey, Raúl Tempone | Published: 2024-02-01
Sparse and Transferable Universal Singular Vectors Attack
Authors: Kseniia Kuvshinova, Olga Tsymboi, Ivan Oseledets | Published: 2024-01-25
A Method for Network Intrusion Detection Using Flow Sequence and BERT Framework
Authors: Loc Gia Nguyen, Kohei Watabe | Published: 2023-10-26
Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks
Authors: Xinglong Chang, Katharina Dost, Gillian Dobbie, Jörg Wicker | Published: 2023-10-24
On the Detection of Image-Scaling Attacks in Machine Learning
Authors: Erwin Quiring, Andreas Müller, Konrad Rieck | Published: 2023-10-23
Group-based Robustness: A General Framework for Customized Robustness in the Real World
Authors: Weiran Lin, Keane Lucas, Neo Eyal, Lujo Bauer, Michael K. Reiter, Mahmood Sharif | Published: 2023-06-29 | Updated: 2024-03-10