SuperPure: Efficient Purification of Localized and Distributed Adversarial Patches via Super-Resolution GAN Models
Authors: Hossein Khalili, Seongbin Park, Venkat Bollapragada, Nader Sehatbakhsh | Published: 2025-05-22
Defense Mechanism
Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval
Authors: Taiye Chen, Zeming Wei, Ang Li, Yisen Wang | Published: 2025-05-21
Alignment Under Pressure: The Case for Informed Adversaries When Evaluating LLM Defenses
Authors: Xiaoxue Yang, Bozhidar Stevanoski, Matthieu Meeus, Yves-Alexandre de Montjoye | Published: 2025-05-21
Model-agnostic clean-label backdoor mitigation in cybersecurity environments
Authors: Giorgio Severi, Simona Boboila, John Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Michael J. De Lucia, Alina Oprea | Published: 2024-07-11 | Updated: 2025-05-05
Large Language Model Sentinel: LLM Agent for Adversarial Purification
Authors: Guang Lin, Toshihisa Tanaka, Qibin Zhao | Published: 2024-05-24 | Updated: 2025-04-23
ModSec-AdvLearn: Countering Adversarial SQL Injections with Robust Machine Learning
Authors: Giuseppe Floris, Christian Scano, Biagio Montaruli, Luca Demetrio, Andrea Valenza, Luca Compagna, Davide Ariu, Luca Piras, Davide Balzarotti, Battista Biggio | Published: 2023-08-09 | Updated: 2025-05-21
Defend Data Poisoning Attacks on Voice Authentication
Authors: Ke Li, Cameron Baird, Dan Lin | Published: 2022-09-09 | Updated: 2023-07-07
Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification
Authors: Cangxiong Chen, Neill D. F. Campbell | Published: 2021-11-19
A Review of Adversarial Attack and Defense for Classification Methods
Authors: Yao Li, Minhao Cheng, Cho-Jui Hsieh, Thomas C. M. Lee | Published: 2021-11-18
QUDOS: Quorum-Based Cloud-Edge Distributed DNNs for Security Enhanced Industry 4.0
Authors: Kevin Wallis, Christoph Reich, Blesson Varghese, Christian Schindelhauer | Published: 2021-11-09