Large language models (LLMs) have shown remarkable potential in various domains, particularly in code optimization and generation for machine programming. However, their performance in low-resource scenarios, such as parallel code generation, remains limited. In this talk, I will discuss our recent advancements in enhancing LLMs' capabilities for these challenges through [...]