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cs.LG2025★ 4 cited
Improving Long-term Autoregressive Spatiotemporal Predictions: A Proof of Concept with Fluid Dynamics
Hao Zhou, Sibo Cheng
Data-driven methods are emerging as efficient alternatives to traditional numerical forecasting, offering fast inference and lower computational cost. Yet, for complex systems, lon…
cs.LG2024
Spatially-Aware Diffusion Models with Cross-Attention for Global Field Reconstruction with Sparse Observations
Yilin Zhuang, Sibo Cheng, Karthik Duraisamy
Diffusion models have gained attention for their ability to represent complex distributions and incorporate uncertainty, making them ideal for robust predictions in the presence of…