Validation-Gated ML Pipeline Synthesis with Expert-Grounded Self-Evolving Skills
EvoML is presented, an agentic framework for end-to-end ML pipeline synthesis built on expert-grounded skills that evolve across runs, executed through a validation-gated harness and achieves full automation and the best final model quality on all eight datasets.
Zi-Xiao Zhao, Jing Sun, Zhe Hou et al.
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