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: 5.1725247e-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
898	APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding	2021	SIGMOD	0.00013391223
1,408	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.0001097193
3,172	Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank	2023	VLDB	7.7409063e-05
3,582	Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees	2023	SIGMOD	7.3476328e-05
3,645	Mining Bursting Core in Large Temporal Graphs	2022	VLDB	7.3005709e-05
3,885	Efficient Temporal Butterfly Counting and Enumeration on Temporal Bipartite Graphs	2024	VLDB	7.1048095e-05
4,214	GraphJet: Real-Time Content Recommendations at Twitter	2016	VLDB	6.8905541e-05
4,800	NeutronStream: A Dynamic GNN Training Framework with Sliding Window for Graph Streams	2024	VLDB	6.5686201e-05
4,939	Decoupled Graph Neural Networks for Large Dynamic Graphs	2023	VLDB	6.50013e-05
5,133	ETC: Efficient Training of Temporal Graph Neural Networks over Large-scale Dynamic Graphs	2024	VLDB	6.416487e-05
6,168	EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs	2023	SIGMOD	6.028641e-05
6,627	SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement	2024	SIGMOD	5.8788666e-05
7,319	LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR	2024	SIGMOD	5.7020927e-05
7,439	Minimum Strongly Connected Subgraph Collection in Dynamic Graphs	2024	VLDB	5.6793563e-05
7,464	GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs	2024	VLDB	5.6733565e-05
7,961	Towards Event Prediction in Temporal Graphs	2022	VLDB	5.5727796e-05
9,255	Efficient Algorithms for Pseudoarboricity Computation in Large Static and Dynamic Graphs	2024	VLDB	5.3572577e-05

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5,133	ETC: Efficient Training of Temporal Graph Neural Networks over Large-scale Dynamic Graphs	2024	VLDB	6.416487e-05
10,035	SWIFT: Enabling Large-Scale Temporal Graph Learning on a Single Machine	2026	SIGMOD	5.1725247e-05
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