Temporal Graph Learning

Bridging Theory and Practice in Link Representation with Graph Neural Networks

Temporal Graph Learning

PLUREL Synthetic Data Unlocks Scaling Laws for Relational Foundation Models

Temporal Graph Learning

Relational Transformer Toward Zero-Shot Foundation Models for Relational Data

Temporal Graph Learning

Virtual Nodes Go Temporal

Temporal Graph Learning

Over-squashing in Spatiotemporal Graph Neural Networks

Temporal Graph Learning

TGM A Modular and Efficient Library for Machine Learning on Temporal Graphs

Temporal Graph Learning

Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees

Temporal Graph Learning

Fedivertex A Graph Dataset based on Decentralized Social Networks for Trustworthy Machine Learning

Temporal Graph Learning

Message-Passing State-Space Models Improving Graph Learning with Modern Sequence Modeling

Temporal Graph Learning

Enhancing Neural Link Predictors for Temporal Knowledge Graphs with Temporal Regularisers

Temporal Graph Learning

Self-Exploring Language Models For Explainable Link Forecasting On Temporal Graphs

Temporal Graph Learning

Future Link Prediction without Memory or Aggregation

Temporal Graph Learning

A Large-Scale Benchmark for Network Inference from Single-Cell Perturbation Data

Temporal Graph Learning

MiNT Multi-Network Training for Transfer Lerning on Temporal Graphs

Temporal Graph Learning

Large Language Models are Good Relational Learners

Temporal Graph Learning

Are Large Language Models Good Temporal Graph Learners

Temporal Graph Learning

The Logical Expressiveness of Temporal GNNs via Two-Dimensional Product Logics

Temporal Graph Learning

Neural Dynamics for Science The Symbiosis of Deep Graph Learning and Differential Equations

Temporal Graph Learning

Spanners in Temporal Graphs

Temporal Graph Learning

TGB-Seq Benchmark Challenging Temporal GNNs with Complex Sequential Dynamics

Temporal Graph Learning

Temporal Heterogeneous Graph Generation with Privacy, Utility, and Efficiency

Temporal Graph Learning

Boosting Relational Deep Learning with Pretrained Tabular Models

Temporal Graph Learning

Learning to Predict Global Atrial Fibrillation Dynamics from Sparse Measurements

Temporal Graph Learning

The Heterophilic Graph Learning Handbook

Temporal Graph Learning

DyGMamba

Temporal Graph Learning

Towards a Unified View of Snapshot and Even Based Models for Temporl Graphs

Temporal Graph Learning

Reproducibility Study of Explaining Temporal Graph Models

Temporal Graph Learning

Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed

Temporal Graph Learning

Towards Neural Scaling Laws on Graphs

Temporal Graph Learning

Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs

Temporal Graph Learning