2025 "probabilistic time series forecasting" Papers

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Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction

Nadhir Hassen, Zhen Zhang, Johan Verjans

NEURIPS 2025oral

Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting

Marcel Kollovieh, Marten Lienen, David Lüdke et al.

ICLR 2025oralarXiv:2410.03024

KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting

Ronghua Zheng, Hanru Bai, Weiyang Ding