3 papers
cs.CL2026
Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding
Adam Å torek, Mukur Gupta, Samira Hajizadeh +2
Large language models (LLMs) are increasingly deployed for understanding large codebases, but whether they understand operational semantics of long code context or rely on pattern…
cs.CR2026
XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants
Adam Å torek, Mukur Gupta, Noopur Bhatt +4
AI coding assistants are widely used for tasks like code generation. These tools now require large and complex contexts, automatically sourced from various origins$\unicode{x2014}$…
cs.CR2024
FOX: Coverage-guided Fuzzing as Online Stochastic Control
Dongdong She, Adam Storek, Yuchong Xie +3
Fuzzing is an effective technique for discovering software vulnerabilities by generating random test inputs and executing them against the target program. However, fuzzing large an…