Literature Database

When Bots Take the Bait: Exposing and Mitigating the Emerging Social Engineering Attack in Web Automation Agent

Authors: Xinyi Wu, Geng Hong, Yueyue Chen, MingXuan Liu, Feier Jin, Xudong Pan, Jiarun Dai, Baojun Liu | Published: 2026-01-12
Indirect Prompt Injection
Prompt Injection
User Behavior Analysis

Defenses Against Prompt Attacks Learn Surface Heuristics

Authors: Shawn Li, Chenxiao Yu, Zhiyu Ni, Hao Li, Charith Peris, Chaowei Xiao, Yue Zhao | Published: 2026-01-12
Prompt leaking
Performance Evaluation
Adversarial Attack Analysis

Safe-FedLLM: Delving into the Safety of Federated Large Language Models

Authors: Mingxiang Tao, Yu Tian, Wenxuan Tu, Yue Yang, Xue Yang, Xiangyan Tang | Published: 2026-01-12
Security Assurance
Privacy Protection
Prompt Injection

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Authors: Yixiao Peng, Hao Hu, Feiyang Li, Xinye Cao, Yingchang Jiang, Jipeng Tang, Guoshun Nan, Yuling Liu | Published: 2026-01-12
LLM活用
Security Assurance
Performance Evaluation

Knowledge-to-Data: LLM-Driven Synthesis of Structured Network Traffic for Testbed-Free IDS Evaluation

Authors: Konstantinos E. Kampourakis, Vyron Kampourakis, Efstratios Chatzoglou, Georgios Kambourakis, Stefanos Gritzalis | Published: 2026-01-08
LLM活用
Prompt Injection
Intrusion Detection System

CurricuLLM: Designing Personalized and Workforce-Aligned Cybersecurity Curricula Using Fine-Tuned LLMs

Authors: Arthur Nijdam, Harri Kähkönen, Valtteri Niemi, Paul Stankovski Wagner, Sara Ramezanian | Published: 2026-01-08
LLM活用
カリキュラム設計
Security Analysis

Decentralized Privacy-Preserving Federal Learning of Computer Vision Models on Edge Devices

Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
Privacy Protection Method
Machine Learning Method
Federated Learning

Unified Framework for Qualifying Security Boundary of PUFs Against Machine Learning Attacks

Authors: Hongming Fei, Zilong Hu, Prosanta Gope, Biplab Sikdar | Published: 2026-01-08
Security Analysis
Performance Evaluation Method
Machine Learning Method

Know Thy Enemy: Securing LLMs Against Prompt Injection via Diverse Data Synthesis and Instruction-Level Chain-of-Thought Learning

Authors: Zhiyuan Chang, Mingyang Li, Yuekai Huang, Ziyou Jiang, Xiaojun Jia, Qian Xiong, Junjie Wang, Zhaoyang Li, Qing Wang | Published: 2026-01-08
Disabling Safety Mechanisms of LLM
Indirect Prompt Injection
Privacy Protection Method

Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks

Authors: Hoagy Cunningham, Jerry Wei, Zihan Wang, Andrew Persic, Alwin Peng, Jordan Abderrachid, Raj Agarwal, Bobby Chen, Austin Cohen, Andy Dau, Alek Dimitriev, Rob Gilson, Logan Howard, Yijin Hua, Jared Kaplan, Jan Leike, Mu Lin, Christopher Liu, Vladimir Mikulik, Rohit Mittapalli, Clare O'Hara, Jin Pan, Nikhil Saxena, Alex Silverstein, Yue Song, Xunjie Yu, Giulio Zhou, Ethan Perez, Mrinank Sharma | Published: 2026-01-08
Prompt Injection
Robustness Analysis
Robustness of Deep Networks