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Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs

Summary: A production-scale Twitter recommender detects temporally correlated user-action motifs over a massive dynamic graph. Partitioned adjacency-list indexes reduce online motif detection to distributed lookups and intersections, serving millions of timely personalized recommendations. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10986
Venue
VLDB
Year
2014
Pagerank
9.4354517e-05
Overall Rank
1,944 | 86.67%
DOI
10.14778/2733004.2733010

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{gupta_vldb14,
        title = {{Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs}},
        author = {Gupta, Pankaj and Satuluri, Venu and Grewal, Ajeet and Gurumurthy, Siva and Zhabiuk, Volodymyr and Li, Quannan and Lin, Jimmy},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {13},
        pages = {1379--1390},
        doi = {10.14778/2733004.2733010},
        url = {https://doi.org/10.14778/2733004.2733010},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
1,058 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012378784
1,246 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011504088
3,027 Sortledton: a Universal, Transactional Graph Data Structure 2022 VLDB 7.8374092e-05
4,254 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.8024576e-05
4,722 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.5438628e-05
4,995 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.4089186e-05
9,499 GastCoCo: Graph Storage and Coroutine-Based Prefetch Co-Design for Dynamic Graph Processing 2024 VLDB 5.2602156e-05
9,624 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 5.2434488e-05
9,891 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.1997534e-05
10,087 Worst-Case-Optimal Similarity Joins on Graph Databases 2024 SIGMOD 5.1558402e-05
10,428 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,489 RadixGraph: A Fast, Space-Optimized Data Structure for Dynamic Graph Storage 2026 SIGMOD 5.093636e-05
10,564 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 5.093636e-05
10,590 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 5.093636e-05
10,787 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 5.093636e-05
10,935 Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion 2025 VLDB 5.093636e-05
11,202 Online Detection of Anomalies in Temporal Knowledge Graphs with Interpretability 2024 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
556 Fast Incremental and Personalized PageRank 2011 VLDB 0.00016564032
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