2 papers
cs.SE2026
Assessing, Exploiting, and Mitigating Syntactic Robustness Failures in LLM-Based Code Generation
Laboni Sarker, Mara Downing, Achintya Desai +1
Rapid advances in the field of Large Language Models (LLMs) have made LLM-based code generation an important area for investigation. An LLM-based code generator takes a prompt as i…
cs.SE2025
Fuzzing the brain: Automated stress testing for the safety of ML-driven neurostimulation
Mara Downing, Matthew Peng, Jacob Granley +2
Objective: Machine learning (ML) models are increasingly used to generate electrical stimulation patterns in neuroprosthetic devices such as visual prostheses. While these models p…