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Multi-Scale Representation Learning for Spatial Feature Distributions
  using Grid Cells

Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells

International Conference on Learning Representations (ICLR), 2020
16 February 2020
Gengchen Mai
K. Janowicz
Bo Yan
Rui Zhu
Ling Cai
Ni Lao
    SSL
ArXiv (abs)PDFHTML

Papers citing "Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells"

50 / 69 papers shown
Building a Foundation Model for Trajectory from Scratch
Building a Foundation Model for Trajectory from Scratch
Gaspard Merten
Mahmoud Sakr
Gilles Dejaegere
164
0
0
25 Nov 2025
Towards Efficient LLM-aware Heterogeneous Graph Learning
Towards Efficient LLM-aware Heterogeneous Graph Learning
Wenda Li
Tongya Zheng
Shunyu Liu
Y. Wang
Kaixuan Chen
Hanyang Yuan
Bingde Hu
Zujie Ren
Mingli Song
Gang Chen
152
1
0
22 Nov 2025
Measuring the Intrinsic Dimension of Earth Representations
Measuring the Intrinsic Dimension of Earth Representations
Arjun Rao
M. Rußwurm
Konstantin Klemmer
Esther Rolf
337
5
0
03 Nov 2025
Beyond AlphaEarth: Toward Human-Centered Geospatial Foundation Models via POI-Guided Contrastive Learning
Beyond AlphaEarth: Toward Human-Centered Geospatial Foundation Models via POI-Guided Contrastive Learning
Junyuan Liu
Quan Qin
Guangsheng Dong
Xinglei Wang
Jiazhuang Feng
Zichao Zeng
Tao Cheng
121
1
0
10 Oct 2025
GeoBS: Information-Theoretic Quantification of Geographic Bias in AI Models
GeoBS: Information-Theoretic Quantification of Geographic Bias in AI Models
Zhangyu Wang
Nemin Wu
Zhongliang Zhou
Jiangnan Xia
Zeping Liu
...
A. Nambi
T. Ganu
Ni Lao
Ninghao Liu
Gengchen Mai
167
2
0
27 Sep 2025
Geo2Vec: Shape- and Distance-Aware Neural Representation of Geospatial Entities
Geo2Vec: Shape- and Distance-Aware Neural Representation of Geospatial Entities
Chen Chu
Cyrus Shahabi
3DPCMDE
213
3
0
26 Aug 2025
Scalable Geospatial Data Generation Using AlphaEarth Foundations Model
Scalable Geospatial Data Generation Using AlphaEarth Foundations Model
Luc Houriez
Sebastian Pilarski
Behzad Vahedi
Ali Ahmadalipour
Teo Honda Scully
...
Rich Mazzola
Josh Jeffery
Ben Messinger
Sage McGinley-Smith
Sarah Russell
137
4
0
15 Aug 2025
Omni Geometry Representation Learning vs Large Language Models for Geospatial Entity Resolution
Omni Geometry Representation Learning vs Large Language Models for Geospatial Entity Resolution
Kalana Wijegunarathna
Kristin Stock
Christopher B. Jones
255
0
0
08 Aug 2025
RelMap: Reliable Spatiotemporal Sensor Data Visualization via Imputative Spatial Interpolation
RelMap: Reliable Spatiotemporal Sensor Data Visualization via Imputative Spatial Interpolation
Juntong Chen
Huayuan Ye
He Zhu
Siwei Fu
Changbo Wang
Chenhui Li
281
1
0
02 Aug 2025
Into the Unknown: Applying Inductive Spatial-Semantic Location Embeddings for Predicting Individuals' Mobility Beyond Visited Places
Into the Unknown: Applying Inductive Spatial-Semantic Location Embeddings for Predicting Individuals' Mobility Beyond Visited Places
Xinglei Wang
Tao Cheng
Stephen Law
Zichao Zeng
Ilya Ilyankou
Junyuan Liu
Lu Yin
Weiming Huang
Ilya Ilyankou
HAI
261
2
0
17 Jun 2025
On The Impact of Merge Request Deviations on Code Review Practices
On The Impact of Merge Request Deviations on Code Review Practices
Samah Kansab
Francis Bordeleau
Ali Tizghadam
VLM
201
0
0
10 Jun 2025
Enriching Location Representation with Detailed Semantic Information
Enriching Location Representation with Detailed Semantic InformationInternational Conference Geographic Information Science (GIScience), 2025
Junyuan Liu
Xinglei Wang
Tao Cheng
245
3
0
03 Jun 2025
MoRA: Mobility as the Backbone for Geospatial Representation Learning at Scale
MoRA: Mobility as the Backbone for Geospatial Representation Learning at Scale
Ya Wen
Jixuan Cai
Qiyao Ma
Linyan Li
Xinhua Chen
Chris Webster
Yulun Zhou
430
0
0
02 Jun 2025
ZooplanktonBench: A Geo-Aware Zooplankton Recognition and Classification Dataset from Marine Observations
ZooplanktonBench: A Geo-Aware Zooplankton Recognition and Classification Dataset from Marine Observations
Fukun Liu
Adam T. Greer
Gengchen Mai
Jin Sun
306
0
0
24 May 2025
Vision-Language Modeling Meets Remote Sensing: Models, Datasets and Perspectives
Vision-Language Modeling Meets Remote Sensing: Models, Datasets and PerspectivesIEEE Geoscience and Remote Sensing Magazine (GRSM), 2025
Xingxing Weng
Chao Pang
Gui-Song Xia
VLM
489
30
0
20 May 2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Emmanuel Azuh Mensah
Joban Mand
Yueheng Ou
Min Jang
Kurtis Heimerl
329
0
0
11 Apr 2025
S2Vec: Self-Supervised Geospatial Embeddings for the Built Environment
S2Vec: Self-Supervised Geospatial Embeddings for the Built Environment
Shushman Choudhury
Elad Aharoni
Chandrakumari Suvarna
Iveel Tsogsuren
Abdul Rahman Kreidieh
Chun-Ta Lu
Neha Arora
SSLAI4TS
678
2
0
10 Apr 2025
MedGNN: Capturing the Links Between Urban Characteristics and Medical Prescriptions
MedGNN: Capturing the Links Between Urban Characteristics and Medical Prescriptions
Minwei Zhao
S. Šćepanović
Stephen Law
Ivica Obadic
Cai Wu
Daniele Quercia
428
1
0
07 Apr 2025
LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space
LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space
Zhangyu Wang
Jielu Zhang
Jielu Zhang
Zhongliang Zhou
Nemin Wu
...
Lan Mu
Yang Song
Yiqun Xie
Ni Lao
Gengchen Mai
DiffM
568
1
0
23 Mar 2025
GAIR: Location-Aware Self-Supervised Contrastive Pre-Training with Geo-Aligned Implicit Representations
GAIR: Location-Aware Self-Supervised Contrastive Pre-Training with Geo-Aligned Implicit Representations
Ziqiang Liu
Fan Zhang
Junfeng Jiao
Ni Lao
Gengchen Mai
393
9
0
20 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025
Sachin Verma
Frank Lindseth
Gabriel Kiss
290
2
0
11 Mar 2025
GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data
GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular DataAAAI Conference on Artificial Intelligence (AAAI), 2025
Rui Deng
Ziqi Li
Mingshu Wang
448
1
0
24 Feb 2025
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask
  Transformer-Based Spatiotemporal Model
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal Model
Shang-Ling Hsu
Emmanuel Tung
John Krumm
Cyrus Shahabi
Khurram Hassan-Shafique
312
27
0
07 Nov 2024
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness PredictionIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Yiqing Guo
K. Mokany
S. Levick
Jinyan Yang
P. Moghadam
MDE
608
3
0
25 Oct 2024
Hybrid Spatial Representations for Species Distribution Modeling
Hybrid Spatial Representations for Species Distribution Modeling
Shiran Yuan
Hao Zhao
202
1
0
14 Oct 2024
Positional Encoder Graph Quantile Neural Networks for Geographic Data
Positional Encoder Graph Quantile Neural Networks for Geographic Data
William E. R. de Amorim
Scott A. Sisson
Thaís Rodrigues
David J. Nott
G. S. Rodrigues
443
0
0
27 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach
Tong Nie
Junlin He
Yuewen Mei
Guoyang Qin
Guilong Li
Jian Sun
Wei Ma
432
19
0
30 Aug 2024
Explainable Hierarchical Urban Representation Learning for Commuting
  Flow Prediction
Explainable Hierarchical Urban Representation Learning for Commuting Flow Prediction
Mingfei Cai
Y. Pang
Y. Sekimoto
AI4TS
274
0
0
27 Aug 2024
Self-consistent Deep Geometric Learning for Heterogeneous Multi-source
  Spatial Point Data Prediction
Self-consistent Deep Geometric Learning for Heterogeneous Multi-source Spatial Point Data Prediction
Dazhou Yu
Xiaoyun Gong
Yun Li
Meikang Qiu
Liang Zhao
780
15
0
30 Jun 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu
Zhongliang Zhou
Zhangyu Wang
Zeping Liu
Yanlin Qi
...
Stefano Ermon
T. Ganu
A. Nambi
Ni Lao
Gengchen Mai
651
37
0
21 Jun 2024
GridPE: Unifying Positional Encoding in Transformers with a Grid
  Cell-Inspired Framework
GridPE: Unifying Positional Encoding in Transformers with a Grid Cell-Inspired Framework
Boyang Li
Yulin Wu
Nuoxian Huang
232
1
0
11 Jun 2024
Probing the Information Theoretical Roots of Spatial Dependence Measures
Probing the Information Theoretical Roots of Spatial Dependence Measures
Zhangyu Wang
Krzysztof Janowicz
Gengchen Mai
Ivan Majic
374
3
0
28 May 2024
TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow
  Attention for Commuting Flow Prediction
TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow Attention for Commuting Flow Prediction
Yan Luo
Zhuoyue Wan
Yuzhong Chen
Gengchen Mai
K. F. Chung
Kent Larson
320
4
0
23 Feb 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine
  Learning
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning
Esther Rolf
Konstantin Klemmer
Caleb Robinson
Hannah Kerner
280
87
0
02 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Weijiao Zhang
Jindong Han
Zhao Xu
Hang Ni
Hao Liu
Hui Xiong
Hui Xiong
AI4CE
750
31
0
30 Jan 2024
Exploiting Hierarchical Interactions for Protein Surface Learning
Exploiting Hierarchical Interactions for Protein Surface LearningIEEE journal of biomedical and health informatics (IEEE JBHI), 2024
Yiqun Lin
Liang Pan
Yi Li
Ziwei Liu
Xiaomeng Li
233
3
0
17 Jan 2024
Jointly spatial-temporal representation learning for individual trajectories
Jointly spatial-temporal representation learning for individual trajectories
Fei Huang
Jianrong Lv
Yang Yue
AI4TS
673
9
0
07 Dec 2023
SatCLIP: Global, General-Purpose Location Embeddings with Satellite
  Imagery
SatCLIP: Global, General-Purpose Location Embeddings with Satellite ImageryAAAI Conference on Artificial Intelligence (AAAI), 2023
Konstantin Klemmer
Esther Rolf
Caleb Robinson
Lester Mackey
M. Rußwurm
SSL
417
166
0
28 Nov 2023
Transformation vs Tradition: Artificial General Intelligence (AGI) for
  Arts and Humanities
Transformation vs Tradition: Artificial General Intelligence (AGI) for Arts and Humanities
Zheng Liu
Yiwei Li
Zhongliang Zhou
Junwen Chen
Tianze Yang
...
John Gibbs
Khaled Rasheed
Ninghao Liu
Gengchen Mai
Tianming Liu
AI4CE
435
15
0
30 Oct 2023
Where you go is who you are -- A study on machine learning based
  semantic privacy attacks
Where you go is who you are -- A study on machine learning based semantic privacy attacks
Nina Wiedemann
O. Kounadi
Martin Raubal
Krzysztof Janowicz
259
1
0
26 Oct 2023
Geographic Location Encoding with Spherical Harmonics and Sinusoidal
  Representation Networks
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation NetworksInternational Conference on Learning Representations (ICLR), 2023
M. Rußwurm
Konstantin Klemmer
Esther Rolf
Robin Zbinden
D. Tuia
367
66
0
10 Oct 2023
City Foundation Models for Learning General Purpose Representations from
  OpenStreetMap
City Foundation Models for Learning General Purpose Representations from OpenStreetMapInternational Conference on Information and Knowledge Management (CIKM), 2023
Pasquale Balsebre
Weiming Huang
Gao Cong
Yi Li
AI4CE
398
36
0
01 Oct 2023
SSIF: Learning Continuous Image Representation for Spatial-Spectral
  Super-Resolution
SSIF: Learning Continuous Image Representation for Spatial-Spectral Super-Resolution
Gengchen Mai
Ni Lao
Weiwei Sun
Yuchi Ma
Jiaming Song
Chenlin Meng
Hongxu Ma
Jinmeng Rao
Ziyuan Li
Stefano Ermon
344
5
0
30 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things
  (IoT): Opportunities and Challenges
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges
Fei Dou
Jin Ye
Geng Yuan
Qin Lu
Wei Niu
...
Hongyue Sun
Yunli Shao
Changying Li
Tianming Liu
Wenzhan Song
AI4CE
253
40
0
14 Sep 2023
Sphere2Vec: A General-Purpose Location Representation Learning over a
  Spherical Surface for Large-Scale Geospatial Predictions
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial PredictionsIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2023
Gengchen Mai
Yao Xuan
Wen-Hang Zuo
Yutong He
Jiaming Song
Stefano Ermon
K. Janowicz
Ni Lao
448
59
0
30 Jun 2023
Spatial Implicit Neural Representations for Global-Scale Species Mapping
Spatial Implicit Neural Representations for Global-Scale Species MappingInternational Conference on Machine Learning (ICML), 2023
Elijah Cole
Grant Van Horn
Christian Lange
Alexander Shepard
Patrick R. Leary
Pietro Perona
S. Loarie
Oisin Mac Aodha
244
70
0
05 Jun 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for
  Geospatial-Visual Representations
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual RepresentationsInternational Conference on Machine Learning (ICML), 2023
Gengchen Mai
Ni Lao
Yutong He
Jiaming Song
Stefano Ermon
461
102
0
01 May 2023
Bird Distribution Modelling using Remote Sensing and Citizen Science
  data
Bird Distribution Modelling using Remote Sensing and Citizen Science data
Mélisande Teng
Amna Elmustafa
Benjamin Akera
Hugo Larochelle
David Rolnick
279
10
0
01 May 2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using
  geographical coordinates
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates
V. Marsocci
Nicolas Gonthier
A. Garioud
Simone Scardapane
Clement Mallet
274
18
0
16 Apr 2023
On the Opportunities and Challenges of Foundation Models for Geospatial
  Artificial Intelligence
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence
Gengchen Mai
Weiming Huang
Jin Sun
Suhang Song
Deepak Mishra
...
Yingjie Hu
Chris Cundy
Ziyuan Li
Rui Zhu
Ni Lao
AI4CE
394
161
0
13 Apr 2023
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