When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction

Summary: EAGLE: lightweight T-GNN that fuses time-aware recent-neighbor aggregation with temporal personalized PageRank and adaptive weighting to trade off recency vs. global structure. Avoids multi-hop/message-memory overhead, giving superior accuracy and >50× speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13970
Venue: VLDB
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,681 | 25.77%
DOI: 10.14778/3748191.3748203

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 17 of 17 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
635	APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding	2021	SIGMOD	0.00018825777
1,388	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.00012249747
3,715	Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank	2023	VLDB	6.8176818e-05
4,054	Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees	2023	SIGMOD	6.4910804e-05
4,209	Mining Bursting Core in Large Temporal Graphs	2022	VLDB	6.3511029e-05
4,484	Efficient Temporal Butterfly Counting and Enumeration on Temporal Bipartite Graphs	2024	VLDB	6.1426351e-05
4,889	GraphJet: Real-Time Content Recommendations at Twitter	2016	VLDB	5.8480413e-05
5,356	NeutronStream: A Dynamic GNN Training Framework with Sliding Window for Graph Streams	2024	VLDB	5.5514335e-05
5,452	Decoupled Graph Neural Networks for Large Dynamic Graphs	2023	VLDB	5.4972958e-05
5,485	ETC: Efficient Training of Temporal Graph Neural Networks over Large-scale Dynamic Graphs	2024	VLDB	5.4817019e-05
6,479	EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs	2023	SIGMOD	5.0405101e-05
7,014	SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement	2024	SIGMOD	4.8570865e-05
7,694	LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR	2024	SIGMOD	4.6712753e-05
7,714	Minimum Strongly Connected Subgraph Collection in Dynamic Graphs	2024	VLDB	4.6651585e-05
7,750	GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs	2024	VLDB	4.6565447e-05
8,135	Towards Event Prediction in Temporal Graphs	2022	VLDB	4.5740737e-05
9,246	Efficient Algorithms for Pseudoarboricity Computation in Large Static and Dynamic Graphs	2024	VLDB	4.3648789e-05

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Overall Rank	Paper	Year	Venue	Pagerank
7,057	EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs	2014	SIGMOD	4.841817e-05
5,485	ETC: Efficient Training of Temporal Graph Neural Networks over Large-scale Dynamic Graphs	2024	VLDB	5.4817019e-05
10,035	SWIFT: Enabling Large-Scale Temporal Graph Learning on a Single Machine	2026	SIGMOD	4.1905499e-05
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7,014	SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement	2024	SIGMOD	4.8570865e-05
3,715	Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank	2023	VLDB	6.8176818e-05
1,388	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.00012249747
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