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Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions
30 June 2023
Gengchen Mai
Yao Xuan
Wen-Hang Zuo
Yutong He
Jiaming Song
Stefano Ermon
K. Janowicz
Ni Lao
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Papers citing
"Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions"
7 / 7 papers shown
Title
Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks
Johannes Dollinger
Damien Robert
Elena Plekhanova
Lukas Drees
Jan Dirk Wegner
AI4CE
32
0
0
07 Apr 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings
A. Dhakal
S. Sastry
Subash Khanal
Adeel Ahmad
Eric Xing
Nathan Jacobs
48
0
0
27 Feb 2025
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction
Yiqing Guo
K. Mokany
S. Levick
Jinyan Yang
P. Moghadam
MDE
33
2
0
25 Oct 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu
Qian Cao
Zhangyu Wang
Zeping Liu
Yanlin Qi
...
Stefano Ermon
T. Ganu
A. Nambi
Ni Lao
Gengchen Mai
61
15
0
21 Jun 2024
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
Gengchen Mai
Ni Lao
Yutong He
Jiaming Song
Stefano Ermon
78
58
0
01 May 2023
A Review of Location Encoding for GeoAI: Methods and Applications
Gengchen Mai
K. Janowicz
Yingjie Hu
Song Gao
Bo Yan
Rui Zhu
Ling Cai
Ni Lao
67
113
0
07 Nov 2021
Geometric deep learning: going beyond Euclidean data
M. Bronstein
Joan Bruna
Yann LeCun
Arthur Szlam
P. Vandergheynst
GNN
236
3,234
0
24 Nov 2016
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