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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
hf73822c48cf71cdd
Venue
VLDB
Year
2014
Pagerank
9.4535107e-05
Overall Rank
1,876 | 87.40%
DOI
10.14778/2733004.2733010
PDF
Download (CC BY-NC-ND 3.0)

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 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
713 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014571507
1,046 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012316579
1,252 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011334813
2,961 Sortledton: a Universal, Transactional Graph Data Structure 2022 VLDB 7.8039167e-05
4,177 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.7540362e-05
4,589 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5130839e-05
4,783 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.4133399e-05
7,651 Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion 2025 VLDB 5.4746904e-05
8,883 Online Detection of Anomalies in Temporal Knowledge Graphs with Interpretability 2024 SIGMOD 5.2554658e-05
9,691 GastCoCo: Graph Storage and Coroutine-Based Prefetch Co-Design for Dynamic Graph Processing 2024 VLDB 5.1397563e-05
9,809 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 5.1233734e-05
10,082 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0806786e-05
10,308 Worst-Case-Optimal Similarity Joins on Graph Databases 2024 SIGMOD 5.0377711e-05
10,628 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,687 RadixGraph: A Fast, Space-Optimized Data Structure for Dynamic Graph Storage 2026 SIGMOD 4.9769913e-05
10,756 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 4.9769913e-05
10,998 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.9769913e-05
11,046 Future-Proof Data Systems 2026 VLDB 4.9769913e-05
11,212 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 4.9769913e-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 0.00016492651
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