Author

An-Nan Yu

h-index 9 View on Semantic Scholar

We have 2 of 15 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Oct 2026

HydroDiffusion: Diffusion‐Based Probabilistic Streamflow Forecasting With a State Space Backbone

Recent advances have introduced diffusion models for probabilistic streamflow forecasting, demonstrating strong early flood‐warning skill. However, current implementations rely on Long Short‐Term Memory (LSTM) backbones and discrete‐time diffusion formulations. This leaves unresolved whether more advanced sequence‐mo...

Yi-Han Wang, An-Nan Yu, Lu-Jun Zhang et al. · Water Resources Research · 0 citations

#machine learning Preprint Oct 2026

PathFM: Fast Generative Forecasting of Multivariate Trajectories

Time series foundation models are becoming increasingly popular for general-purpose forecasting. However, most leading models predict marginal quantiles, leaving the dependence structure of future trajectories unspecified. This distinction matters for trajectory-dependent quantities such as cumulative demand, peak load...

Jia-Chen Yao, Xi-Yuan Zhang, An-Nan Yu et al. · 0 citations