TimeGraphs: Graph-based Temporal Reasoning
Paper
• 2401.03134 • Published
• 2
Temporal Graphs
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Neighborhood-aware Scalable Temporal Network Representation Learning
Paper • 2209.01084 • Published -
Do We Really Need Complicated Model Architectures For Temporal Networks?
Paper • 2302.11636 • Published -
Towards Better Dynamic Graph Learning: New Architecture and Unified Library
Paper • 2303.13047 • Published -
Graph Deep Learning for Time Series Forecasting
Paper • 2310.15978 • Published • 1 -
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection
Paper • 2307.03759 • Published • 1 -
Structured Sequence Modeling with Graph Convolutional Recurrent Networks
Paper • 1612.07659 • Published • 1 -
A Survey on Principles, Models and Methods for Learning from Irregularly Sampled Time Series
Paper • 2012.00168 • Published -
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction
Paper • 2306.11443 • Published -
Using Causality-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs
Paper • 2310.15865 • Published • 1 -
TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery
Paper • 2310.19324 • Published • 2 -
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs
Paper • 2310.07348 • Published • 1