2 papers
cs.LG2026
Assessing the Robustness of Climate Foundation Models under No-Analog Distribution Shifts
Maria Conchita Agana Navarro, Geng Li, Theo Wolf +1
The accelerating pace of climate change introduces profound non-stationarities that challenge the ability of Machine Learning based climate emulators to generalize beyond their tra…
cs.CV2024
A deep neural network framework for dynamic multi-valued mapping estimation and its applications
Geng Li, Di Qiu, Lok Ming Lui
This paper addresses the problem of modeling and estimating dynamic multi-valued mappings. While most mathematical models provide a unique solution for a given input, real-world ap…