Positional Encoder Graph Neural Networks for Geographic Data

Positional Encoder Graph Neural Networks for Geographic Data

19 November 2021

Konstantin Klemmer

Daniel B. Neill

Papers citing "Positional Encoder Graph Neural Networks for Geographic Data"

15 / 15 papers shown

Title
MedGNN: Capturing the Links Between Urban Characteristics and Medical Prescriptions Minwei Zhao S. Šćepanović Stephen Law Daniele Quercia Ivica Obadic 28 0 0 07 Apr 2025
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Z. Liu Xiaoda Wang Bohan Wang Zijie Huang Carl Yang Wei-dong Jin AI4TS AI4CE 125 1 0 29 Mar 2025
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers James H. Tanis Chris Giannella Adrian V. Mariano AI4CE GNN FaML PINN 56 0 0 27 Dec 2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 43 2 0 05 Nov 2024
Disentangled and Self-Explainable Node Representation Learning Simone Piaggesi Andre' Panisson Megha Khosla 29 0 0 28 Oct 2024
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
Positional Encoder Graph Quantile Neural Networks for Geographic Data William E. R. de Amorim S. Sisson Thaís Rodrigues David J. Nott G. S. Rodrigues 20 0 0 27 Sep 2024
Spatial Transfer Learning with Simple MLP Hongjian Yang 16 0 0 05 May 2024
Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning Zhishuai Li Yunhao Nie Ziyue Li Lei Bai Yisheng Lv Rui Zhao 11 5 0 23 Jan 2024
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks M. Rußwurm Konstantin Klemmer Esther Rolf Robin Zbinden D. Tuia 35 34 0 10 Oct 2023
Neural Bayes Estimators for Irregular Spatial Data using Graph Neural Networks Matthew Sainsbury-Dale A. Zammit‐Mangion J. Richards Raphael Huser 28 15 0 04 Oct 2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates V. Marsocci Nicolas Gonthier A. Garioud Simone Scardapane Clement Mallet 19 11 0 16 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 33 5 0 06 Apr 2023
Forecasting West Nile Virus with Graph Neural Networks: Harnessing Spatial Dependence in Irregularly Sampled Geospatial Data A. Tonks Trevor Harris Bo Li W. Brown Rebecca Smith 21 4 0 21 Dec 2022
Graph Neural Networks with Precomputed Node Features Béni Egressy Roger Wattenhofer 14 2 0 01 Jun 2022