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Li-Yong Lin

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Preprint Sep 2026

AlgoEvo: Self-Evolving Agentic Search for Automated Algorithm Discovery

AlgoEvo is introduced, a unified agentic architecture that transforms automated algorithm discovery into an interactive, knowledge-accumulating process, demonstrating strong intra-task accumulation, cross-task transfer, and the ability to reproduce or exceed the strongest existing methods through flexible skill activat...

Jun-Hao Qiu, Qing-Long Hu, Ji Cheng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

AlgoEvo: Self-Evolving Agentic Search for Automated Algorithm Discovery

Large language models have advanced automated algorithm discovery by synthesizing executable code, but existing frameworks trap them in rigid search pipelines with pre-defined control flows. This limitation restricts adaptive reasoning, blocks cross-paradigm transfer, and discards valuable execution feedback. We propos...

Jun-Hao Qiu, Qing-Long Hu, Xia-Liang Tong et al. · 0 citations

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