Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory

Summary: Single-machine graph analytics on massive graphs with Intel Optane DC PMM; key runtime and algorithmic principles. Evaluates four shared-memory plus one out-of-core framework on real-world graphs; principled designs outperform peers and rival production-cluster setups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12045
Venue: VLDB
Year: 2020
Pagerank: 7.0071573e-05
Overall Rank: 3,525 | 75.51%
DOI: 10.14778/3389133.3389145

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,933	Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU	2020	VLDB	7.8633648e-05
4,073	Understanding the Idiosyncrasies of Real Persistent Memory	2021	VLDB	6.4717052e-05
5,563	Big Graphs: Challenges and Opportunities	2022	VLDB	5.4328211e-05
7,874	ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms	2021	VLDB	4.6263724e-05
8,152	MiniGraph: Querying Big Graphs with a Single Machine	2023	VLDB	4.5711161e-05
9,101	Tair-PMem: A Fully Durable Non-Volatile Memory Database	2022	VLDB	4.3916327e-05
9,861	Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs	2020	VLDB	4.2642656e-05
10,044	ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework	2026	SIGMOD	4.1905499e-05
10,496	Rule-Based Graph Cleaning with GPUs on a Single Machine	2025	SIGMOD	4.1905499e-05
10,877	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1905499e-05
11,499	Approaching DRAM performance by using microsecond-latency flash memory for small-sized random read accesses: a new access method and its graph applications	2021	VLDB	4.1905499e-05

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
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019040811
1,649	Managing Non-Volatile Memory in Database Systems	2018	SIGMOD	0.00011006201
1,835	Write-Behind Logging	2017	VLDB	0.00010356306
8,250	A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms	2019	VLDB	4.5448177e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,684	Fast Iterative Graph Computation with Block Updates	2013	VLDB	0.00010912102
3,341	Evaluating Persistent Memory Range Indexes	2020	VLDB	7.1984492e-05
7,631	Evaluating Persistent Memory Range Indexes: Part Two	2022	VLDB	4.6878629e-05
8,481	Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory	2022	VLDB	4.4967042e-05
9,861	Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs	2020	VLDB	4.2642656e-05
10,877	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1905499e-05
13,216	Micro-architectural Analysis of OLAP Systems on Persistent Memory	2022	CIDR	-
4,269	Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads	2021	SIGMOD	6.2950779e-05
4,073	Understanding the Idiosyncrasies of Real Persistent Memory	2021	VLDB	6.4717052e-05
9,100	PerMA-Bench: Benchmarking Persistent Memory Access	2022	VLDB	4.3916327e-05