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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
6.3530391e-05
Overall Rank
4,916 | 66.96%
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
4,898 Systems for Big-Graphs 2014 VLDB 6.3630226e-05
7,139 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.5983435e-05
7,730 Minimum Strongly Connected Subgraph Collection in Dynamic Graphs 2024 VLDB 5.4646635e-05
8,798 Distributed Set Reachability 2016 SIGMOD 5.2742315e-05
9,859 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.117216e-05
9,907 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.1092231e-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 0.0012087459
131 Discovering Large Dense Subgraphs in Massive Graphs 2005 VLDB 0.00030236369
176 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00026688651
289 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00021960834
298 GraphLog: a Visual Formalism for Real Life Recursion 1990 PODS 0.00021830158
305 A Graphical Query Language Supporting Recursion 1987 SIGMOD 0.00021580917
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020116134
374 Storing and Querying Ordered XML Using a Relational Database System 2002 SIGMOD 0.00019698564
382 TEDI: Efficient Shortest Path Query Answering on Graphs 2010 SIGMOD 0.00019477423
445 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018168823
1,137 Large Graph Processing in the Cloud 2010 SIGMOD 0.00011865167
1,318 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011044781
1,350 GraphDB: Modeling and Querying Graphs in Databases 1994 VLDB 0.00010939854
2,421 gSketch: On Query Estimation in Graph Streams 2012 VLDB 8.4859022e-05
2,535 Computing Label-Constraint Reachability in Graph Databases 2010 SIGMOD 8.3296282e-05
4,321 On Dense Pattern Mining in Graph Streams 2010 VLDB 6.6635292e-05
5,104 Relational Approach for Shortest Path Discovery over Large Graphs 2012 VLDB 6.2703153e-05
7,613 Mining Attribute-structure Correlated Patterns in Large Attributed Graphs 2012 VLDB 5.4823893e-05
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