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Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs

Summary: Horton+ is a distributed in-memory system for declarative reachability on partitioned attributed multi-graphs, compiling queries into select-traverse-join plans. Evaluated on 16 servers; scalable performance on synthetic and real graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hecd999c5a157f120
Venue
VLDB
Year
2013
Pagerank
6.3327465e-05
Overall Rank
4,938 | 66.91%
DOI
10.14778/2556549.2556573

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{sarwat_vldb13,
        title = {{Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs}},
        author = {Sarwat, Mohamed and Elnikety, Sameh and He, Yuxiong and Mokbel, Mohamed F.},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {14},
        doi = {10.14778/2556549.2556573},
        url = {https://doi.org/10.14778/2556549.2556573},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
4,923 Systems for Big-Graphs 2014 VLDB 6.3427024e-05
7,099 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.584425e-05
7,743 Minimum Strongly Connected Subgraph Collection in Dynamic Graphs 2024 VLDB 5.4465939e-05
8,816 Distributed Set Reachability 2016 SIGMOD 5.2567916e-05
9,876 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.1048884e-05
9,942 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.0923288e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 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
130 Discovering Large Dense Subgraphs in Massive Graphs 2005 VLDB 0.0003029792
176 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00026634326
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022009138
299 GraphLog: a Visual Formalism for Real Life Recursion 1990 PODS 0.00021766741
306 A Graphical Query Language Supporting Recursion 1987 SIGMOD 0.00021533151
356 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020086045
376 TEDI: Efficient Shortest Path Query Answering on Graphs 2010 SIGMOD 0.00019655871
377 Storing and Querying Ordered XML Using a Relational Database System 2002 SIGMOD 0.00019634591
446 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018135272
1,133 Large Graph Processing in the Cloud 2010 SIGMOD 0.00011867467
1,323 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011019578
1,352 GraphDB: Modeling and Querying Graphs in Databases 1994 VLDB 0.00010913807
2,430 gSketch: On Query Estimation in Graph Streams 2012 VLDB 8.4651179e-05
2,541 Computing Label-Constraint Reachability in Graph Databases 2010 SIGMOD 8.3021057e-05
4,323 On Dense Pattern Mining in Graph Streams 2010 VLDB 6.650678e-05
5,115 Relational Approach for Shortest Path Discovery over Large Graphs 2012 VLDB 6.2559695e-05
7,629 Mining Attribute-structure Correlated Patterns in Large Attributed Graphs 2012 VLDB 5.4642789e-05
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