directed fuzzing 1large language models 1seed generation 1static analysis 1vulnerability detection 1
From the 1 of 3 linked papers with an AI index.
1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.CL2026
Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration
Jie Hu
Test-time collaboration, including self-consistency, best-of-N selection, critic models, and verifier pipelines, is often credited with broadly improving LLM reasoning, yet its gai…
cs.CR2026
SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing
Junmin Zhu, Siyu Liu, Jie Hu +7
The paper introduces SeedSmith, an LLM‑driven pipeline that automatically creates input seeds targeting specific sink functions and crash preconditions, improving the effectiveness…
cs.CR2026★ 1 cited
Pushan: Trace-Free Deobfuscation of Virtualization-Obfuscated Binaries
Ashwin Sudhir, Zion Leonahenahe Basque, Wil Gibbs +9
In the ever-evolving battle against malware, binary obfuscation techniques are a formidable barrier to effective analysis by both human security analysts and automated systems. In…