Application Driven Graph Partitioning

Summary: Application-driven hybrid partitioning learns a cost model for A via poly regression to refine edge-cut/vertex-cut into a hybrid partition. Identifies a condition for partition transparency; yields up to 22.5x speedups on real/synthetic graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5960
Venue: SIGMOD
Year: 2020
Pagerank: 5.8651797e-05
Overall Rank: 4,867 | 66.15%
DOI: 10.1145/3318464.3389745

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,287	GraphScope: A Unified Engine For Big Graph Processing	2021	VLDB	7.2739447e-05
4,434	Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process	2022	SIGMOD	6.1929999e-05
5,149	Scalable Mining of Maximal Quasi-Cliques: An Algorithm-System Codesign Approach	2021	VLDB	5.6627295e-05
5,941	Big Graphs: Challenges and Opportunities	2022	VLDB	5.2635446e-05
5,949	Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints	2021	SIGMOD	5.2595857e-05
6,985	CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression	2023	SIGMOD	4.8729387e-05
8,146	MiniGraph: Querying Big Graphs with a Single Machine	2023	VLDB	4.5755031e-05
9,596	Scalable Graph Convolutional Network Training on Distributed-Memory Systems	2023	VLDB	4.319218e-05
10,651	Triparts: Scalable Streaming Graph Partitioning to Enhance Community Structure	2025	VLDB	4.1945683e-05
10,873	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1945683e-05
10,984	Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing	2024	SIGMOD	4.1945683e-05
11,026	Improving Graph Compression for Efficient Resource-Constrained Graph Analytics	2024	VLDB	4.1945683e-05
11,028	FSM: A Fine-grained Splitting and Merging Framework for Dual-balanced Graph Partition	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
444	Parallelizing Sequential Graph Computations	2017	SIGMOD	0.00022987918
1,976	Towards Effective Partition Management for Large Graphs	2012	SIGMOD	9.8844201e-05
2,595	LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs	2016	VLDB	8.4735292e-05
3,232	Managing Large Dynamic Graphs Efficiently	2012	SIGMOD	7.336861e-05
3,573	A Scalable Distributed Graph Partitioner	2015	VLDB	6.954939e-05
4,020	TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing	2019	VLDB	6.5237459e-05
4,497	Multi-Dimensional Balanced Graph Partitioning via Projected Gradient Descent	2019	VLDB	6.1387773e-05
6,835	Adaptive Asynchronous Parallelization of Graph Algorithms	2018	SIGMOD	4.91158e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
11,697	Dynamic Scaling for Parallel Graph Computations	2019	VLDB	4.1945683e-05
8,254	A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms	2019	VLDB	4.5491792e-05
4,234	Distributed Edge Partitioning for Trillion-edge Graphs	2019	VLDB	6.3355073e-05
3,839	Experimental Analysis of Streaming Algorithms for Graph Partitioning	2019	SIGMOD	6.7120651e-05
3,597	Parallel Local Graph Clustering	2016	VLDB	6.9345175e-05
6,193	Incrementalization of Graph Partitioning Algorithms	2020	VLDB	5.1632545e-05
5,949	Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints	2021	SIGMOD	5.2595857e-05
2,494	Streaming Graph Partitioning: An Experimental Study	2018	VLDB	8.6508229e-05
4,497	Multi-Dimensional Balanced Graph Partitioning via Projected Gradient Descent	2019	VLDB	6.1387773e-05
1,968	An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing	2017	VLDB	9.9071968e-05