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Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank

Summary: Links T-GNN temporal message passing to temporal random walks and proposes T-PPR, a parameterized influence score showing a few temporal neighbors suffice for accurate representations. Introduces Zebra: a scalable framework with a single-scan top-k T-PPR algorithm (provable approximation) that aggregates top influencers, delivering up to 100× speedups and often better accuracy. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
12999
Venue
VLDB
Year
2023
Pagerank
6.8176818e-05
Overall Rank
3,715 | 74.19%
DOI
10.14778/3583140.3583150

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
5,356 NeutronStream: A Dynamic GNN Training Framework with Sliding Window for Graph Streams 2024 VLDB 5.5514335e-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
6,944 Efficient Training of Graph Neural Networks on Large Graphs 2024 VLDB 4.8875946e-05
7,014 SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement 2024 SIGMOD 4.8570865e-05
7,286 DAHA: Accelerating GNN Training with Data and Hardware Aware Execution Planning 2024 VLDB 4.7701372e-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
9,486 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 4.3300131e-05
9,677 Apt-Serve: Adaptive Request Scheduling on Hybrid Cache for Scalable LLM Inference Serving 2025 SIGMOD 4.3006524e-05
10,035 SWIFT: Enabling Large-Scale Temporal Graph Learning on a Single Machine 2026 SIGMOD 4.1905499e-05
10,334 Understanding Evolving Graph Structures for Large Discrete-Time Dynamic Graph Representation 2026 VLDB 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
11,030 BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
478 Fast Incremental and Personalized PageRank 2011 VLDB 0.00022183187
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
1,626 Fast and Exact Top-k Search for Random Walk with Restart 2012 VLDB 0.0001108491
1,907 Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs 2014 SIGMOD 0.00010130702
2,076 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.6057342e-05
2,110 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 9.5280826e-05
2,522 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.6029608e-05
4,126 Grain: Improving Data Efficiency of Graph Neural Networks via Diversified Influence Maximization 2021 VLDB 6.4242e-05
4,670 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0027844e-05
4,688 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 5.9900111e-05
5,237 Edge-based Local Push for Personalized PageRank 2022 VLDB 5.6071758e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,670 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0027844e-05
4,688 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 5.9900111e-05
5,693 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 5.3683002e-05
5,666 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 5.3824583e-05
7,014 SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement 2024 SIGMOD 4.8570865e-05
1,528 Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank 2020 VLDB 0.00011489661
9,277 Temporal SIR-GN: Efficient and Effective Structural Representation Learning for Temporal Graphs 2023 VLDB 4.3610659e-05
1,388 TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs 2022 VLDB 0.00012249747
10,891 Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours 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