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Jinhao Zhu

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#artificial intelligence Preprint Oct 2026

Pincer: Resource Authorization for Agents using a Digital Twin

Coding agents have become increasingly long-horizon, autonomous, reliant on general-purpose shell and maintain their own persistent memory for self-improvement. While these capabilities have made the agents powerful, they have also made them harder to defend against external adversaries. Defenses that restrict this arc...

Mayank Rathee, Alexander Stepanov, Shalin Madabhavi et al. · 0 citations
#cybersecurity Preprint Aug 2026

The Next Challenge for Agentic Cybersecurity: A Realistic, Contamination-Free Reverse Engineering Benchmark

SRE-Bench is introduced, the first realistic, contamination-free RE benchmark, and results indicate that strong source-code security capabilities do not yet transfer to binary analysis, highlighting RE as an important frontier for agentic cybersecurity and SRE-Bench as a rigorous testbed to measure progress.

J. Spence, Nicholas Assaderaghi, Feng Xiao et al. · 1 citation

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