"non-stationary time series" Papers

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Conformal Prediction for Time-series Forecasting with Change Points

Sophia Sun, Rose Yu

NEURIPS 2025arXiv:2509.02844

Meta-D2AG: Causal Graph Learning with Interventional Dynamic Data

Tian Gao, Songtao Lu, Junkyu Lee et al.

NEURIPS 2025oral

Mixture of Online and Offline Experts for Non-Stationary Time Series

Zhilin Zhao, Longbing Cao, Yuanyu Wan

AAAI 2025paperarXiv:2202.05996

Non-stationary Equivariant Graph Neural Networks for Physical Dynamics Simulation

Chaohao Yuan, Maoji Wen, Ercan KURUOGLU et al.

NEURIPS 2025oral

SPACETIME: Causal Discovery from Non-Stationary Time Series

Sarah Mameche, Lénaïg Cornanguer, Urmi Ninad et al.

AAAI 2025paperarXiv:2501.10235

Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting

Muyao Wang, Wenchao Chen, Bo Chen

AAAI 2024paperarXiv:2403.05406