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
2026.01.08 2026.01.10
Literature Database

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
2026.01.08 2026.01.10
Literature Database

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

Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
2026.01.08 2026.01.10
Literature Database

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
2026.01.08 2026.01.10
Literature Database

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
2026.01.08 2026.01.10
Literature Database

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
2026.01.08 2026.01.10
Literature Database

Decision-Aware Trust Signal Alignment for SOC Alert Triage

Authors: Israt Jahan Chowdhury, Md Abu Yousuf Tanvir | Published: 2026-01-08
2026.01.08 2026.01.10
Literature Database

HoneyTrap: Deceiving Large Language Model Attackers to Honeypot Traps with Resilient Multi-Agent Defense

Authors: Siyuan Li, Xi Lin, Jun Wu, Zehao Liu, Haoyu Li, Tianjie Ju, Xiang Chen, Jianhua Li | Published: 2026-01-07
2026.01.07 2026.01.09
Literature Database

SoK: Privacy Risks and Mitigations in Retrieval-Augmented Generation Systems

Authors: Andreea-Elena Bodea, Stephen Meisenbacher, Alexandra Klymenko, Florian Matthes | Published: 2026-01-07
2026.01.07 2026.01.09
Literature Database

Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense

Authors: Zejian Chen, Chaozhuo Li, Chao Li, Xi Zhang, Litian Zhang, Yiming He | Published: 2026-01-07
2026.01.07 2026.01.09
Literature Database
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