On the Foundations of Earth and Climate Foundation Models
arxiv(2024)
摘要
Foundation models have enormous potential in advancing Earth and climate
sciences, however, current approaches may not be optimal as they focus on a few
basic features of a desirable Earth and climate foundation model. Crafting the
ideal Earth foundation model, we define eleven features which would allow such
a foundation model to be beneficial for any geoscientific downstream
application in an environmental- and human-centric manner.We further shed light
on the way forward to achieve the ideal model and to evaluate Earth foundation
models. What comes after foundation models? Energy efficient adaptation,
adversarial defenses, and interpretability are among the emerging directions.
更多查看译文
AI 理解论文
溯源树
样例
![](https://originalfileserver.aminer.cn/sys/aminer/pubs/mrt_preview.jpeg)
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要