Deep Learning for Contextualized NetFlow-Based Network Intrusion Detection: Methods, Data, Evaluation and Deployment

Authors: Abdelkader El Mahdaouy, Issam Ait Yahia, Soufiane Oualil, Ismail Berrada | Published: 2026-02-05

Clouding the Mirror: Stealthy Prompt Injection Attacks Targeting LLM-based Phishing Detection

Authors: Takashi Koide, Hiroki Nakano, Daiki Chiba | Published: 2026-02-05

BadTemplate: A Training-Free Backdoor Attack via Chat Template Against Large Language Models

Authors: Zihan Wang, Hongwei Li, Rui Zhang, Wenbo Jiang, Guowen Xu | Published: 2026-02-05

Spider-Sense: Intrinsic Risk Sensing for Efficient Agent Defense with Hierarchical Adaptive Screening

Authors: Zhenxiong Yu, Zhi Yang, Zhiheng Jin, Shuhe Wang, Heng Zhang, Yanlin Fei, Lingfeng Zeng, Fangqi Lou, Shuo Zhang, Tu Hu, Jingping Liu, Rongze Chen, Xingyu Zhu, Kunyi Wang, Chaofa Yuan, Xin Guo, Zhaowei Liu, Feipeng Zhang, Jie Huang, Huacan Wang, Ronghao Chen, Liwen Zhang | Published: 2026-02-05

SynAT: Enhancing Security Knowledge Bases via Automatic Synthesizing Attack Tree from Crowd Discussions

Authors: Ziyou Jiang, Lin Shi, Guowei Yang, Xuyan Ma, Fenglong Li, Qing Wang | Published: 2026-02-05

Hallucination-Resistant Security Planning with a Large Language Model

Authors: Kim Hammar, Tansu Alpcan, Emil Lupu | Published: 2026-02-05

Comparative Insights on Adversarial Machine Learning from Industry and Academia: A User-Study Approach

Authors: Vishruti Kakkad, Paul Chung, Hanan Hibshi, Maverick Woo | Published: 2026-02-04

How Few-shot Demonstrations Affect Prompt-based Defenses Against LLM Jailbreak Attacks

Authors: Yanshu Wang, Shuaishuai Yang, Jingjing He, Tong Yang | Published: 2026-02-04

Semantic Consensus Decoding: Backdoor Defense for Verilog Code Generation

Authors: Guang Yang, Xing Hu, Xiang Chen, Xin Xia | Published: 2026-02-04

Attack-Resistant Uniform Fairness for Linear and Smooth Contextual Bandits

Authors: Qingwen Zhang, Wenjia Wang | Published: 2026-02-04