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APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding

Summary: APAN enables real-time temporal graph embedding with asynchronous propagation attention, decoupling inference from k-hop querying. This yields millisecond-level inference in dense networks with competitive accuracy; code released. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6254
Venue
SIGMOD
Year
2021
Pagerank
0.00018825777
Overall Rank
635 | 95.59%
DOI
10.1145/3448016.3457564

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
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
5,169 HET-GMP: A Graph-based System Approach to Scaling Large Embedding Model Training 2022 SIGMOD 5.642415e-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
5,721 DynaHB: A Communication-Avoiding Asynchronous Distributed Framework with Hybrid Batches for Dynamic GNN Training 2024 VLDB 5.3538607e-05
6,479 EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs 2023 SIGMOD 5.0405101e-05
6,983 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8682622e-05
7,014 SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement 2024 SIGMOD 4.8570865e-05
7,399 Anonymous Edge Representation for Inductive Anomaly Detection in Dynamic Bipartite Graph 2023 VLDB 4.7357968e-05
7,750 GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs 2024 VLDB 4.6565447e-05
8,507 Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense 2024 VLDB 4.4909322e-05
9,277 Temporal SIR-GN: Efficient and Effective Structural Representation Learning for Temporal Graphs 2023 VLDB 4.3610659e-05
10,035 SWIFT: Enabling Large-Scale Temporal Graph Learning on a Single Machine 2026 SIGMOD 4.1905499e-05
10,515 SWASH: A Flexible Communication Framework with Sliding Window-Based Cache Sharing for Scalable DGNN Training 2025 SIGMOD 4.1905499e-05
10,642 PipeTGL: (Near) Zero Bubble Memory-based Temporal Graph Neural Network Training via Pipeline Optimization 2025 VLDB 4.1905499e-05
10,664 Effective and Efficient Distributed Temporal Graph Learning through Hotspot Memory Sharing 2025 VLDB 4.1905499e-05
10,681 When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction 2025 VLDB 4.1905499e-05
10,889 Efficient Graph Embedding Generation and Update for Large-Scale Temporal Graph 2025 VLDB 4.1905499e-05
10,891 Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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10,681 When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction 2025 VLDB 4.1905499e-05
9,277 Temporal SIR-GN: Efficient and Effective Structural Representation Learning for Temporal Graphs 2023 VLDB 4.3610659e-05
10,891 Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours 2025 VLDB 4.1905499e-05
2,165 Accelerating Large Scale Real-Time GNN Inference using Channel Pruning 2021 VLDB 9.3925908e-05
6,115 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.1995458e-05
8,736 Historical Embedding-Guided Efficient Large-Scale Federated Graph Learning 2024 SIGMOD 4.4520434e-05
4,578 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.0651154e-05
7,157 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 4.8097601e-05
5,452 Decoupled Graph Neural Networks for Large Dynamic Graphs 2023 VLDB 5.4972958e-05
10,939 NPA: Improving Large-scale Graph Neural Networks with Non-parametric Attention 2024 SIGMOD 4.1905499e-05