Dynamic Link Prediction

15 papers with code • 9 benchmarks • 7 datasets

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Libraries

Use these libraries to find Dynamic Link Prediction models and implementations

Most implemented papers

DyCSC: Modeling the Evolutionary Process of Dynamic Networks Based on Cluster Structure

ZINUX1998/DyCSC 23 Oct 2022

Temporal networks are an important type of network whose topological structure changes over time.

EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning

cchao0116/EasyDGL 22 Mar 2023

Dynamic graphs arise in various real-world applications, and it is often welcomed to model the dynamics directly in continuous time domain for its flexibility.

Towards Better Dynamic Graph Learning: New Architecture and Unified Library

yule-buaa/dyglib NeurIPS 2023

We propose DyGFormer, a new Transformer-based architecture for dynamic graph learning.

Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world Networks

silencex12138/time-granularity-on-temporal-graphs 21 Nov 2023

Dynamic Graph Neural Networks (DGNNs) have emerged as the predominant approach for processing dynamic graph-structured data.

New Perspectives on the Evaluation of Link Prediction Algorithms for Dynamic Graphs

aida-ugent/dlp_viz 30 Nov 2023

We leverage these visualization tools to investigate the effect of negative sampling on the predictive performance, at the node and edge level.