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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Sundong Kim

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Jul 2026

Neural MCTS with LLM Guidance for Effective Program Synthesis on Abstraction and Reasoning Corpus

This work introduces a neural MCTS algorithm customized for ARC-AGI, which amplifies exploration by directing the search toward promising solutions via learned neural guidance, yielding robust performance on demanding ARC tasks.

Jinwoo Jeon, Seong-Woong Shim, Sejin Kim et al. · 0 citations
Book Open access 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. · 0 citations

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