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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PathProb: Probabilistic Inference and Path Scoring for Enhanced and...

Yingqian Hao (Computer Network Information Center, Chinese Academy of Sciences; University of Chinese Academy of Sciences), Hui Zou (Computer Network Information Center, Chinese Academy of Sciences; University of Chinese Academy of Sciences), Lu Zhou (Computer Network Information Center, Chinese Academy of Sciences; University of Chinese Academy of Sciences), Yuxuan Chen (Computer Network Information Center, Chinese…

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Icarus: Achieving Performant Asynchronous BFT with Only Optimistic Paths

Xiaohai Dai (Huazhong University of Science and Technology), Yiming Yu (Huazhong University of Science and Technology), Sisi Duan (Tsinghua University), Rui Hao (Wuhan University of Technology), Jiang Xiao (Huazhong University of Science and Technology), Hai Jin (Huazhong University of Science and Technology)

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CatBack: Universal Backdoor Attacks on Tabular Data via Categorical...

Behrad Tajalli (Radboud University), Stefanos Koffas (Delft University of Technology), Stjepan Picek (Radboud University)

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