On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications. - Chenjiao Tan; Qian Cao; Yiwei Li 002; Jielu Zhang; Xiao Yang; Huaqin Zhao; Zihao Wu 001; Zhengliang Liu; Hao Yang 018; Nemin Wu; Tao Tang; Xinyue Ye; et al. (CoRR, 2023)

TorchSpatial: A Python Package for Spatial Representation Learning and Geo-Aware Model Development. - Qian Cao; Nemin Wu; Zhangyu Wang; Zeping Liu; Yanlin Qi; Jielu Zhang; Joshua Ni; Xiaobai Angela Yao; Hongxu Ma; Lan Mu; Stefano Ermon; Tanuja Ganu; et al. (GeoIndstry@SIGSPATIAL, 2024)

TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning. - Nemin Wu; Qian Cao; Zhangyu Wang; Zeping Liu; Yanlin Qi; Jielu Zhang; Joshua Ni; Xiaobai Angela Yao; Hongxu Ma; Lan Mu; Stefano Ermon; Tanuja Ganu; et al. (NeurIPS, 2024)

LocDiffusion: Identifying Locations on Earth by Diffusing in the Hilbert Space. - Zhangyu Wang; Jielu Zhang; Zhongliang Zhou; Qian Cao; Nemin Wu; Zeping Liu; Lan Mu; Yang Song; Yiqun Xie; Ni Lao; Gengchen Mai (CoRR, 2025)