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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
0.00018177351
Overall Rank
444 | 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
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019191286
496 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017323054
1,442 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010639351
1,998 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2144238e-05
2,340 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.6071228e-05
2,355 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5893186e-05
2,372 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.5610804e-05
2,377 LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs 2016 VLDB 8.5510365e-05
2,774 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 8.0327008e-05
3,066 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6877117e-05
3,121 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.6267344e-05
3,405 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.3286366e-05
3,847 Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs 2021 SIGMOD 6.9831533e-05
3,880 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9510799e-05
3,971 A1: A Distributed In-Memory Graph Database 2020 SIGMOD 6.8885062e-05
4,177 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.757191e-05
4,372 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 6.6302732e-05
4,777 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.4184698e-05
4,808 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.4073204e-05
4,817 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3985024e-05
4,915 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.356048e-05
4,988 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3251086e-05
5,424 GraphOS: Towards Oblivious Graph Processing 2023 VLDB 6.1359011e-05
5,448 ZipG: A Memory-efficient Graph Store for Interactive Queries 2017 SIGMOD 6.125895e-05
5,730 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 6.0154682e-05
6,150 DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication 2015 VLDB 5.8701541e-05
6,713 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.7002243e-05
7,059 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.6106152e-05
7,137 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.600995e-05
7,458 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.5217913e-05
7,518 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5041158e-05
8,255 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.3676662e-05
8,789 Distributed Set Reachability 2016 SIGMOD 5.2767294e-05
9,394 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.1857972e-05
9,598 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1553646e-05
9,715 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.1359137e-05
9,897 Auto-Approximation of Graph Computing 2014 VLDB 5.1125679e-05
9,900 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.1116429e-05
9,916 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.1103839e-05
10,077 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0830849e-05
10,710 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 4.9793485e-05
11,539 Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing 2024 SIGMOD 4.9793485e-05
11,606 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 4.9793485e-05
12,243 Stylus: A Strongly-Typed Store for Serving Massive RDF Data 2018 VLDB 4.9793485e-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 0.0012092602
443 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018197688
934 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.0001300429
1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010742208
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