Speedup Graph Processing by Graph Ordering

Summary: Graph ordering to speed up graph processing by minimizing cache misses, without altering algorithms. NP-hard; bounded-approximation algorithm and a faster variant with a data structure; experiments vs METIS on 8 graphs and 9 algorithms show cache-miss reductions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5248
Venue: SIGMOD
Year: 2016
Pagerank: 0.00010944596
Overall Rank: 1,670 | 88.40%
DOI: 10.1145/2882903.2915220

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,138	Traversing Large Graphs on GPUs with Unified Memory	2020	VLDB	0.00013715114
1,484	Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks	2019	VLDB	0.00011705344
1,973	Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions	2018	SIGMOD	9.8834701e-05
2,692	Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment	2024	SIGMOD	8.2857267e-05
4,238	Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs	2021	SIGMOD	6.3274465e-05
4,525	GPU-based Graph Traversal on Compressed Graphs	2019	SIGMOD	6.1087614e-05
4,554	Distributed Subgraph Matching on Timely Dataflow	2019	VLDB	6.0839934e-05
5,811	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	5.3168243e-05
5,966	Cache-Efficient Fork-Processing Patterns on Large Graphs	2021	SIGMOD	5.2471834e-05
6,086	Subgraph Matching over Graph Federation	2022	VLDB	5.2157921e-05
7,104	DiskGNN: Bridging I/O Efficiency and Model Accuracy for Out-of-Core GNN Training	2025	SIGMOD	4.8254019e-05
7,226	Self-adaptive Graph Traversal on GPUs	2021	SIGMOD	4.7910164e-05
7,806	RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs	2021	VLDB	4.6421951e-05
8,973	Planting Trees for scalable and efficient Canonical Hub Labeling	2020	VLDB	4.4148296e-05
9,135	Sage: A System for Uncertain Network Analysis	2022	VLDB	4.3846727e-05
10,068	DiskJoin: Large-scale Vector Similarity Join with SSD	2026	SIGMOD	4.1905499e-05
10,085	GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries	2026	SIGMOD	4.1905499e-05
10,111	Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search	2026	SIGMOD	4.1905499e-05
10,483	Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing	2025	SIGMOD	4.1905499e-05
10,650	Locality-Aware Cache Replacement Policy for Graph Traversals	2025	VLDB	4.1905499e-05
10,655	Can Graph Reordering Speed Up Graph Neural Network Training? An Experimental Study	2025	VLDB	4.1905499e-05
10,867	Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
104	Making B+-Trees Cache Conscious in Main Memory	2000	SIGMOD	0.00049475932
124	DBMSs On A Modern Processor: Where Does Time Go?	1999	VLDB	0.0004501099
240	Cache Conscious Indexing for Decision-Support in Main Memory	1999	VLDB	0.00031526134
570	From "Think Like a Vertex" to "Think Like a Graph"	2014	VLDB	0.00019895021
622	Improving Index Performance through Prefetching	2001	SIGMOD	0.00018976783
1,170	Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs	2014	VLDB	0.00013526297
1,665	The More the Merrier: Efficient Multi-Source Graph Traversal	2015	VLDB	0.00010958779
1,684	Fast Iterative Graph Computation with Block Updates	2013	VLDB	0.00010912102
3,627	Cache-conscious Frequent Pattern Mining on a Modern Processor	2005	VLDB	6.900129e-05
6,206	Efficiently Computing k-Edge Connected Components via Graph Decomposition	2013	SIGMOD	5.1522897e-05

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12,049	I/O Efficient: Computing SCCs in Massive Graphs	2013	SIGMOD	4.1905499e-05
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