Decentralized Privacy-Preserving Federal Learning of Computer Vision Models on Edge Devices
Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
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
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
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
Decision-Aware Trust Signal Alignment for SOC Alert Triage
Authors: Israt Jahan Chowdhury, Md Abu Yousuf Tanvir | Published: 2026-01-08
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
SoK: Privacy Risks and Mitigations in Retrieval-Augmented Generation Systems
Authors: Andreea-Elena Bodea, Stephen Meisenbacher, Alexandra Klymenko, Florian Matthes | Published: 2026-01-07
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
Full-Stack Knowledge Graph and LLM Framework for Post-Quantum Cyber Readiness
Authors: Rasmus Erlemann, Charles Colyer Morris, Sanjyot Sathe | Published: 2026-01-07
SLIM: Stealthy Low-Coverage Black-Box Watermarking via Latent-Space Confusion Zones
Authors: Hengyu Wu, Yang Cao | Published: 2026-01-06