Jul 2026
Neural MCTS with LLM Guidance for Effective Program Synthesis on Abstraction and Reasoning Corpus
Jinwoo Jeon, Seong-Woong Shim, Sejin Kim et al.
· Machine-mediated learning · 0 citations
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Jul 2026
Semantic Mutation via LLMs: A Hybrid Approach to Evolutionary Program Synthesis
This work proposes a hybrid framework that integrates Large Language Models into GP in two complementary roles: as a semantic mutation operator that proposes non-local program rewrites during evolution, and as a post-evolution repair that iteratively refines single failed programs after search terminates.
Woletemaryam Liyew, Dojun Oh, Seokki Lee et al.
· Proceedings of the Genetic a... · 0 citations