Yinhao Hu (Huazhong University of Science and Technology & Zhongguancun Laboratory), Pengyu Ding (Huazhong University of Science and Technology & Zhongguancun Laboratory), Zhenpeng Lin (Independent Researcher), Dongliang Mu (Huazhong University of Science and Technology), Yuan Li (Zhongguancun Laboratory)

Despite extensive efforts to harden the Linux kernel—the foundation powering numerous widely-used distributions (e.g., Ubuntu, Debian, Fedora)—it continues to face persistent and sophisticated memory safety vulnerabilities. In this study, we introduce a novel systematic framework that decomposes kernel exploitation into three distinct phases from an attacker’s perspective. Through comprehensive analysis of 121 publicly documented exploits since 2015, we identify and categorize 64 recurrent attack vectors. Leveraging this structured approach, we perform an in-depth evaluation of 51 existing kernel defense mechanisms, clearly mapping their coverage, limitations, redundancies, and interdependencies. Our results reveal significant protection gaps: 23 attack vectors remain entirely unprotected, and 31 existing defenses are bypassable or obsolete. Additionally, we uncover notable discrepancies between theoretical effectiveness and practical deployment across popular downstream distributions, highlighting 4 underutilized hardening measures and misconfigurations in four major distributions. By illuminating these critical gaps and offering actionable insights, our work guides both kernel developers and security practitioners in enhancing defensive strategies and refining future security designs.

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CoLD: Collaborative Label Denoising Framework for Network Intrusion Detection

Shuo Yang (The University of Hong Kong, Hong Kong SAR, China), Xinran Zheng (University College London, London, United Kingdom), Jinze Li (The University of Hong Kong, Hong Kong SAR, China), Jinfeng Xu (The University of Hong Kong, Hong Kong SAR, China), Edith C. H. Ngai (TThe University of Hong Kong, Hong Kong SAR, China)

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Chasing Shadows: Pitfalls in LLM Security Research

Jonathan Evertz (CISPA Helmholtz Center for Information Security), Niklas Risse (Max Planck Institute for Security and Privacy), Nicolai Neuer (Karlsruhe Institute of Technology), Andreas Müller (Ruhr University Bochum), Philipp Normann (TU Wien), Gaetano Sapia (Max Planck Institute for Security and Privacy), Srishti Gupta (Sapienza University of Rome), David Pape (CISPA Helmholtz Center for Information Security),…

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Beyond RTT: An Adversarially Robust Two-Tiered Approach For Residential...

Temoor Ali (Qatar Computing Research Institute), Shehel Yoosuf (Hamad Bin Khalifa University), Mouna Rabhi (Qatar Computing Research Institute), Mashael Al-Sabah (Qatar Computing Research Institute), Hao Yun (Qatar Computing Research Institute)

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