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math.NA2025
Improving the Predictability of the Madden-Julian Oscillation at Subseasonal Scales with Gaussian Process Models
Haoyuan Chen, Emil Constantinescu, Vishwas Rao +1
The Madden--Julian Oscillation (MJO) is an influential climate phenomenon that plays a vital role in modulating global weather patterns. In spite of the improvement in MJO predicti…
cs.LG2025
From Deep Additive Kernel Learning to Last-Layer Bayesian Neural Networks via Induced Prior Approximation
Wenyuan Zhao, Haoyuan Chen, Tie Liu +2
With the strengths of both deep learning and kernel methods like Gaussian Processes (GPs), Deep Kernel Learning (DKL) has gained considerable attention in recent years. From the co…