LITE: Modeling Environmental Ecosystems with Multimodal Large Language Models

arXiv:2404.01165v1 Announce Type: new
Abstract: The modeling of environmental ecosystems plays a pivotal role in the sustainable management of our planet. Accurate prediction of key environmental variables over space and time can aid in informed policy and decision-making, thus improving people's livelihood. Recently, deep learning-based methods have shown promise in modeling the spatial-temporal relationships for predicting environmental variables. However, these approaches often fall short in handling incomplete features and distribution shifts, which are commonly observed in environmental data due to …

arxiv cs.cl ecosystems environmental language language models large language large language models modeling multimodal type