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#artificial intelligence Preprint Oct 2026

EvoCast: Reliable Autonomous Research Agents for Iterative Forecasting Architecture Evolution

Deep time-series forecasting models have rapidly diversified, yet adapting them to a specific task still requires extensive expert effort in model selection, mechanism diagnosis, architecture design, implementation, and evaluation. Existing AutoML methods are constrained by predefined search spaces, while general-purpo...

Kai-Peng Xu, Xiang Yan, Yan Wang et al. · 0 citations

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