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Yilun Liu

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#artificial intelligence Review Aug 2026

Call Neighbours Yourself: Graph Walks with Destination-Conditioned On-Policy Self-Distillation

This work proposes Call Neighbours Yourself (CNY), a framework that enables LLMs to proactively explore graph neighbourhoods through topology-constrained graph-walk actions and introduces destination-conditioned on-policy self-distillation, which retrospectively evaluates a selected neighbour after its content is revealed and converts the resulting change in action preference into an action-level training signal.

Yilun Liu, Bo-Yu Luo, Yanran Tang et al. · 0 citations
Preprint Aug 2026

Mendel G\"odel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution

According to Mendelian principles of controlled inheritance, Mendel G\"odel Machine (MGM) is introduced, which includes two new types of self-modification that better utilizes evidences accumulated and facilitates a faster and better convergence over single-trajectory baselines.

Changzhi Liu, Yilun Liu, Sikuan Yan et al. · 0 citations

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