文献データベース

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
インダイレクトプロンプトインジェクション
プロンプトインジェクション
ユーザー行動分析

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
プロンプトリーキング
性能評価
敵対的攻撃分析

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
セキュリティ保証
プライバシー保護
プロンプトインジェクション

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
セキュリティ保証
性能評価

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
プロンプトインジェクション
侵入検知システム

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
セキュリティ分析

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

Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
プライバシー保護手法
機械学習手法
連合学習

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
セキュリティ分析
性能評価手法
機械学習手法

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
LLMの安全機構の解除
インダイレクトプロンプトインジェクション
プライバシー保護手法

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
プロンプトインジェクション
ロバスト性分析
深層ネットワークの堅牢性