Adversarial Learning

RobPI: Robust Private Inference against Malicious Client

Authors: Jiaqi Xue, Mengxin Zheng, Qian Lou | Published: 2026-02-23
Model Extraction Attack
Adversarial Learning
Defense Mechanism

Unknown Attack Detection in IoT Networks using Large Language Models: A Robust, Data-efficient Approach

Authors: Shan Ali, Feifei Niu, Paria Shirani, Lionel C. Briand | Published: 2026-02-12
IoT Security Framework
Data Collection Method
Adversarial Learning

HoGS: Homophily-Oriented Graph Synthesis for Local Differentially Private GNN Training

Authors: Wen Xu, Zhetao Li, Yong Xiao, Pengpeng Qiao, Mianxiong Dong, Kaoru Ota | Published: 2026-02-09
Privacy-Preserving Algorithm
Model Inversion
Adversarial Learning

Adaptive and Robust Cost-Aware Proof of Quality for Decentralized LLM Inference Networks

Authors: Arther Tian, Alex Ding, Frank Chen, Simon Wu, Aaron Chan | Published: 2026-01-29
Identification of AI Output
Incentive Mechanism
Adversarial Learning

RvB: Automating AI System Hardening via Iterative Red-Blue Games

Authors: Lige Huang, Zicheng Liu, Jie Zhang, Lewen Yan, Dongrui Liu, Jing Shao | Published: 2026-01-27
Relationship of AI Systems
Adversarial Learning
Automated Vulnerability Remediation

On damage of interpolation to adversarial robustness in regression

Authors: Jingfu Peng, Yuhong Yang | Published: 2026-01-22
Backdoor Detection
Robustness Evaluation
Adversarial Learning

APT-CGLP: Advanced Persistent Threat Hunting via Contrastive Graph-Language Pre-Training

Authors: Xuebo Qiu, Mingqi Lv, Yimei Zhang, Tieming Chen, Tiantian Zhu, Qijie Song, Shouling Ji | Published: 2025-11-25
Graph Transformation
Adversarial Learning
Deep Learning

Critical Evaluation of Quantum Machine Learning for Adversarial Robustness

Authors: Saeefa Rubaiyet Nowmi, Jesus Lopez, Md Mahmudul Alam Imon, Shahrooz Pouryouse, Mohammad Saidur Rahman | Published: 2025-11-19
Backdoor Attack
Adversarial Learning
Quantum Machine Learning

Adversarially Robust and Interpretable Magecart Malware Detection

Authors: Pedro Pereira, José Gouveia, João Vitorino, Eva Maia, Isabel Praça | Published: 2025-11-06
Dynamic Analysis
Adversarial Learning
Interpretability

Adversarial Robustness in One-Stage Learning-to-Defer

Authors: Yannis Montreuil, Letian Yu, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi | Published: 2025-10-13
Robustness
Adversarial Learning
Defense Mechanism