Xiaowei Jia

Knowledge-guided Machine Learning: Current Trends and Future Prospects

2024 · arXiv (Cornell University)

This paper presents an overview of scientific modeling and discusses the complementary strengths and weaknesses of ML methods for scientific modeling in comparison to process-based models. It also provides an introduction to the current state …

Hierarchical Conditional Multi-Task Learning for Streamflow Modeling

2024 · arXiv (Cornell University)

Streamflow, vital for water resource management, is governed by complex hydrological systems involving intermediate processes driven by meteorological forces. While deep learning models have achieved state-of-the-art results of streamflow prediction, their end-to-end single-task learning approach …