INCREASE: Inductive Graph Representation Learning for Spatio-Temporal
Kriging

INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging

6 February 2023

Papers citing "INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging"

15 / 15 papers shown

Title
Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume Silke K. Kaiser Filipe Rodrigues Carlos Lima Azevedo Lynn H. Kaack AI4TS GNN 29 0 0 07 May 2025
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Qishen Zhou Yifan Zhang Michail A. Makridis Anastasios Kouvelas Yibing Wang Simon Hu 57 0 0 20 Mar 2025
Inductive Spatio-Temporal Kriging with Physics-Guided Increment Training Strategy for Air Quality Inference Steve Yang Tao Yang Bo Hu 60 0 0 12 Mar 2025
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks Qishen Zhou Yifan Zhang Michail A. Makridis Anastasios Kouvelas Yibing Wang Simon Hu AI4TS 80 1 0 21 Jan 2025
DualCast: Disentangling Aperiodic Events from Traffic Series with a Dual-Branch Model Xinyu Su Feng Liu Yanchuan Chang E. Tanin Majid Sarvi Jianzhong Qi AI4TS 77 0 0 27 Nov 2024
Inductive Spatial Temporal Prediction Under Data Drift with Informative Graph Neural Network Jialun Zheng Divya Saxena Jiannong Cao Hanchen Yang Penghui Ruan AI4TS 19 0 0 20 Sep 2024
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 40 3 0 30 Aug 2024
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic Zibo Liu Zhe Jiang Zelin Xu Tingsong Xiao Zhengkun Xiao Haibo Wang Shigang Chen AI4TS 42 0 0 02 Aug 2024
Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations G. Felice Andrea Cini Daniele Zambon Vladimir V. Gusev Cesare Alippi 34 6 0 19 Feb 2024
Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning Zhishuai Li Yunhao Nie Ziyue Li Lei Bai Yisheng Lv Rui Zhao 13 5 0 23 Jan 2024
Spatial-temporal Forecasting for Regions without Observations Xinyu Su Jianzhong Qi E. Tanin Yanchuan Chang Majid Sarvi AI4TS 46 2 0 19 Jan 2024
KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy Qianxiong Xu Cheng Long Ziyue Li Sijie Ruan Rui Zhao Zhishuai Li 34 7 0 05 Nov 2023
Towards Unifying Diffusion Models for Probabilistic Spatio-Temporal Graph Learning Junfeng Hu Xu Liu Zhencheng Fan Keli Zhang Roger Zimmermann AI4CE DiffM 28 7 0 26 Oct 2023
Graph Deep Learning for Time Series Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS AI4CE 26 14 0 24 Oct 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 44 143 0 07 Jul 2023