CVEVOLVE

Cherukara, MatthewJoseph [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]; Yin, Xiangyu [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]; Du, Ming [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]

doi:10.11578/dc.20260617.1

DOE OSTI · code-183370

CVEVOLVE

Cherukara, MatthewJoseph [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]·Yin, Xiangyu [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]·Du, Ming [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]

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Abstract

CVEvolve is an agentic AI system for autonomous algorithm discovery for scientific data processing. It creates workflows where large language model agents freely set up and configure development environments and evaluation harnesses, develop and improve data processing algorithms with designed exploration-exploitation balancing mechanisms, log history and findings in a structured database, and run holdout testing to ensure algorithm generalizability. CVEvolve offers a zero-code interface and does not require users to provide structured data and evaluation scripts.

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Cherukara, MatthewJoseph [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)], Yin, Xiangyu [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)], Du, Ming [Argonne National Laboratory (ANL), Argonne, IL (United States). Advanced Photon Source (APS)]. 2026-06-15. CVEVOLVE. https://doi.org/10.11578/dc.20260617.1

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