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Author

Rahul Gupta

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Preprint Jul 2026

Code Monitor Red Teaming for Public-Test-Passing Code

This work introduces Code Monitor Red Teaming, a monitor-red-teaming protocol that fixes a public-check information boundary while varying generator pressure, verifier scaffolding, and weak-to-strong capability.

Jun-Hui Liao, Jiawen Deng, Fuji Ren et al. · 0 citations
Conference Open access 2026

AutoSUIT Bench - Automated Security UnIt Test Benchmark for LLM Coding

Upon benchmarking against LLMs, it is found that functionality pass rate is consistently higher than vulnerability pass rate for all programming languages, highlighting the necessity of vulnerable code benchmarks with larger CWE coverage.

Samuel Osebe, Fan Yang, Junyi Li et al. · 0 citations