CoLLM-NAS: Collaborative Large Language Models for Efficient Knowledge-Guided Neural Architecture Search

In three linesCoLLM-NAS combines two complementary LLMs for neural architecture search: a Navigator LLM guides search direction, a Generator LLM synthesizes candidates. On ImageNet and NAS-Bench-201, the method reduces search costs by 4–10× while outperforming existing NAS methods.

Summary generated by Claude — human-verified