2 papers
cs.LG2025
A Stochastic Differential Equation Framework for Multi-Objective LLM Interactions: Dynamical Systems Analysis with Code Generation Applications
Shivani Shukla, Himanshu Joshi
We introduce a general stochastic differential equation framework for modelling multiobjective optimization dynamics in iterative Large Language Model (LLM) interactions. Our frame…
cs.SE2025
Security Degradation in Iterative AI Code Generation -- A Systematic Analysis of the Paradox
Shivani Shukla, Himanshu Joshi, Romilla Syed
The rapid adoption of Large Language Models(LLMs) for code generation has transformed software development, yet little attention has been given to how security vulnerabilities evol…