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Trinity: A Distributed Graph Engine on a Memory Cloud

Summary: Trinity is a distributed memory-cloud graph engine for memory-based, random-access graph computations. Optimized memory and network design plus a high-level TSL language enable fast online queries and scalable offline analytics on commodity hardware. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h76a8922083f685d3
Venue
SIGMOD
Year
2013
Pagerank
0.00018135272
Overall Rank
446 | 97.02%
DOI
10.1145/2463676.2467799

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{shao_sigmod13,
        title = {{Trinity: A Distributed Graph Engine on a Memory Cloud}},
        author = {Shao, Bin and Wang, Haixun and Li, Yatao},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2467799},
        url = {https://dl.acm.org/doi/10.1145/2463676.2467799},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
392 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.0001917435
486 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017462718
1,446 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010606126
2,011 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.1800407e-05
2,353 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.5756201e-05
2,360 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5628814e-05
2,384 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.5288484e-05
2,391 LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs 2016 VLDB 8.5205469e-05
2,594 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 8.2278437e-05
3,071 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6670408e-05
3,132 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.5979944e-05
3,418 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.3032945e-05
3,855 Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs 2021 SIGMOD 6.9567679e-05
3,885 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9282318e-05
3,976 A1: A Distributed In-Memory Graph Database 2020 SIGMOD 6.872794e-05
4,195 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.7324627e-05
4,395 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 6.6078819e-05
4,800 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.3942642e-05
4,832 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.3836306e-05
4,835 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3793473e-05
4,938 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.3327465e-05
5,015 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3012174e-05
5,444 GraphOS: Towards Oblivious Graph Processing 2023 VLDB 6.1127169e-05
5,468 ZipG: A Memory-efficient Graph Store for Interactive Queries 2017 SIGMOD 6.1027486e-05
5,743 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 5.9933367e-05
6,147 DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication 2015 VLDB 5.8560255e-05
6,734 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.6786954e-05
7,082 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.5894172e-05
7,099 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.584425e-05
7,478 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5021636e-05
7,481 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.5010027e-05
8,278 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.3473848e-05
8,816 Distributed Set Reachability 2016 SIGMOD 5.2567916e-05
9,428 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.1662029e-05
9,632 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1358859e-05
9,750 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.1165079e-05
9,939 Auto-Approximation of Graph Computing 2014 VLDB 5.0932503e-05
9,942 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.0923288e-05
9,958 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.0910746e-05
10,116 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0638787e-05
10,781 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 4.9605343e-05
11,594 Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing 2024 SIGMOD 4.9605343e-05
11,659 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 4.9605343e-05
12,292 Stylus: A Strongly-Typed Store for Serving Massive RDF Data 2018 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012089097
440 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018235529
938 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.00012956092
1,417 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010706533
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