AIセキュリティポータルbot

Generative Active Adaptation for Drifting and Imbalanced Network Intrusion Detection

Authors: Ragini Gupta, Shinan Liu, Ruixiao Zhang, Xinyue Hu, Xiaoyang Wang, Hadjer Benkraouda, Pranav Kommaraju, Nick Feamster, Klara Nahrstedt | Published: 2025-03-04 | Updated: 2025-08-13
Active Learning
Class Imbalance
Data Augmentation Method
2025.03.04 2025.08.15
Literature Database

Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16
Attack Method
Adversarial Example Detection
Deep Learning
2025.03.04 2025.05.27
Literature Database

Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction

Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08
Privacy Risk Management
Traffic Simulation
Federated Learning
2025.03.03 2025.07.10
Literature Database

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
Robustness
Adversarial Learning
Adversarial Training
2025.03.02 2025.05.27
Literature Database

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
Privacy Protection
Certified Robustness
Model Performance Evaluation
2025.03.01 2025.05.27
Literature Database

Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots

Authors: Xiaoqun Liu, Jiacheng Liang, Qiben Yan, Jiyong Jang, Sicheng Mao, Muchao Ye, Jinyuan Jia, Zhaohan Xi | Published: 2025-02-28 | Updated: 2025-04-16
Cyber Threat Intelligence
Prompt leaking
Model Extraction Attack
2025.02.28 2025.05.27
Literature Database

Models That Are Interpretable But Not Transparent

Authors: Chudi Zhong, Panyu Chen, Cynthia Rudin | Published: 2025-02-26
Method for Providing Explainability while Keeping Model Information Confidential
Information Security
Attacker Behavior Analysis
2025.02.26 2025.05.27
Literature Database

Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs

Authors: Shiyu Xiang, Ansen Zhang, Yanfei Cao, Yang Fan, Ronghao Chen | Published: 2025-02-26 | Updated: 2025-05-28
LLM Security
Prompt Injection
Attack Evaluation
2025.02.26 2025.05.30
Literature Database

Evaluating Membership Inference Attacks in heterogeneous-data setups

Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28
Dataset Generation
Privacy Protection
Attack Type
2025.02.26 2025.05.27
Literature Database

Detecting Benchmark Contamination Through Watermarking

Authors: Tom Sander, Pierre Fernandez, Saeed Mahloujifar, Alain Durmus, Chuan Guo | Published: 2025-02-24 | Updated: 2025-07-21
Watermarking
Data Contamination Detection
Performance Evaluation
2025.02.24 2025.07.23
Literature Database
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