Author

Wanqi Zhou

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Preprint Aug 2026

GraphIR: Architecture-Level Search States for LLM-Guided Neural Architecture Evolution

GraphIR, an architecture-aware intermediate representation that supplements executable programs with a mutation-aligned candidate state, achieves the best overall search performance while maintaining comparable model size and favorable end-to-end NAS efficiency when integrated into OpenEvolve.

Zhen Liu, Wanqi Zhou, Shuanghao Bai et al. · 1 citation