Abstract: The Linux kernel offers nearly 20,000 configuration options, making it highly customizable but also extremely challenging to manually optimize for performance. The diversity of operating ...

Abstract: The large language model (LLM)-based knob tuning method has attracted considerable attention due to its excellent in-context learning ability and generalizability. However, the existing ...