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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
4816
Venue
SIGMOD
Year
2013
Pagerank
0.00018504439
Overall Rank
436 | 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
389 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019386526
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
1,432 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.0001080346
1,983 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.3544951e-05
2,287 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.8034872e-05
2,325 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.7495171e-05
2,332 LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs 2016 VLDB 8.7410236e-05
2,433 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5869161e-05
2,915 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.9666977e-05
3,008 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.8578871e-05
3,085 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.7709242e-05
3,642 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.2312616e-05
3,778 Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs 2021 SIGMOD 7.1334329e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
3,924 A1: A Distributed In-Memory Graph Database 2020 SIGMOD 7.015626e-05
4,254 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.8024576e-05
4,297 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 6.7770261e-05
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
4,701 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.555048e-05
4,748 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.5251089e-05
4,813 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.4974292e-05
4,872 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.4697044e-05
5,299 GraphOS: Towards Oblivious Graph Processing 2023 VLDB 6.2767341e-05
5,322 ZipG: A Memory-efficient Graph Store for Interactive Queries 2017 SIGMOD 6.2659893e-05
5,610 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 6.1508076e-05
6,029 DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication 2015 VLDB 6.0014798e-05
7,218 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.6683391e-05
7,281 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.6567845e-05
7,302 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.6505228e-05
7,769 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.5474529e-05
7,798 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.542286e-05
8,085 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.4907964e-05
8,651 Distributed Set Reachability 2016 SIGMOD 5.3916003e-05
9,218 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.3048204e-05
9,424 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.2715528e-05
9,532 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.2537948e-05
9,729 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.2289669e-05
9,738 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.227679e-05
9,749 Auto-Approximation of Graph Computing 2014 VLDB 5.227679e-05
9,891 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.1997534e-05
10,526 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 5.093636e-05
11,197 Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing 2024 SIGMOD 5.093636e-05
11,282 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 5.093636e-05
11,944 Stylus: A Strongly-Typed Store for Serving Massive RDF Data 2018 VLDB 5.093636e-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 0.0012250108
442 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018398144
908 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.00013300624
1,387 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010949523
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