Author

Yichen Jiang

University of North Carolina at Chapel Hill

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Preprint Aug 2026

ConceptTS: LLM-Guided Concept Bottlenecks for Interpretable Multivariate Time-Series Forecasting

ConceptTS is introduced, an interpretable forecasting framework that organizes its predictions around named, human-readable concepts that achieves accuracy competitive with strong black-box baselines while producing semantically meaningful concept activations.

Yichen Jiang, Yueqiao Chen, Dong-Yu Liu · 0 citations