Dynamic Link Prediction
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Benchmarks
DBLP Temporal
Enron Emails
Enron
LastFM
MOOC
Social Evolution
UCI
WN18 (filtered)
Wikipedia
Most implemented
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs
Canonical Tensor Decomposition for Knowledge Base Completion
Towards Better Dynamic Graph Learning: New Architecture and Unified Library
DyG2Vec: Efficient Representation Learning for Dynamic Graphs
Variational Graph Recurrent Neural Networks
DyRep: Learning Representations over Dynamic Graphs
Papers
Learning Long Range Spatio-Temporal Representations over Continuous Time Dynamic Graphs with State Space Models
Continuous-time dynamic graphs (CTDGs) provide a richer framework to capture fine-grained temporal patterns in evolving relational data. Long-range information propagation is a key challenge while learning representation…
Dynamic Link PredictionNode ClassificationSpatial ReasoningDynamic Link Prediction with Temporally Enhanced Signed Graph Neural Networks
Temporal signed networks (TSNs) model the time evolution of cooperative and adversarial relationships that arise in applications such as social media analysis, trust and reputation systems, and financial transaction netw…
Dynamic Link PredictionTrajectory ModelingA2QTGN: Adaptive Amplitude Quantum-Integrated Temporal Graph Network for Dynamic Link Prediction
Dynamic link prediction is important for modeling evolving interactions in complex systems, including social, communication, financial, and transportation networks. Classical temporal graph models capture sequential depe…
Dynamic Link PredictionGraph LearningTFWaveFormer: Temporal-Frequency Collaborative Multi-level Wavelet Transformer for Dynamic Link Prediction
Dynamic link prediction plays a crucial role in diverse applications including social network analysis, communication forecasting, and financial modeling. While recent Transformer-based approaches have demonstrated promi…
Dynamic Link PredictionGraph LearningData-centric Prompt Tuning for Dynamic Graphs
Dynamic graphs have attracted increasing attention due to their ability to model complex and evolving relationships in real-world scenarios. Traditional approaches typically pre-train models using dynamic link prediction…
Dynamic Link PredictionDeXposure: A Dataset and Benchmarks for Inter-protocol Credit Exposure in Decentralized Financial Networks
We curate the DeXposure dataset, the first large-scale dataset for inter-protocol credit exposure in decentralized financial networks, covering global markets of 43.7 million entries across 4.3 thousand protocols, 602 bl…
Dynamic Link PredictionGraph Clustering