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Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs

Summary: Proposes PSAM: graph data in read-only NVRAM, mutable state in DRAM, eliminating NVRAM writes for parallel graph analytics. Sage implements provably-efficient PSAM algorithms for many problems; on a 3.5B-vertex, 128B-edge Hyperlink graph with Optane, it beats prior NVRAM systems and nearly matches DRAM runtimes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12067
Venue
VLDB
Year
2020
Pagerank
4.2642656e-05
Overall Rank
9,861 | 31.47%
DOI
10.14778/3397230.3397251

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

Rank Cited Paper Year Venue Pagerank
106 Truss Decomposition in Massive Networks 2012 VLDB 0.00048373761
284 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029014359
327 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00027312381
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
687 Rethinking Database Algorithms for Phase Change Memory 2011 CIDR 0.00018097447
749 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017193776
809 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00016409797
1,095 GRAMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.00014103799
1,306 BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory 2018 VLDB 0.00012674725
1,649 Managing Non-Volatile Memory in Database Systems 2018 SIGMOD 0.00011006201
1,837 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010355705
2,043 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 9.6970812e-05
2,257 Write-limited sorts and joins for persistent memory 2014 VLDB 9.1808674e-05
3,525 Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory 2020 VLDB 7.0071573e-05
3,600 Parallel Local Graph Clustering 2016 VLDB 6.9285467e-05
3,937 How to Build a Non-Volatile Memory Database Management System 2017 SIGMOD 6.6114468e-05
5,130 Memory Management Techniques for Large-Scale Persistent-Main-Memory Systems 2017 VLDB 5.6721688e-05
5,417 Theoretically-Efficient and Practical Parallel DBSCAN 2020 SIGMOD 5.5162242e-05
6,869 2-3 Cuckoo Filters for Faster Triangle Listing and Set Intersection 2017 PODS 4.8978627e-05
7,688 Experimental Analysis of Distributed Graph Systems 2018 VLDB 4.6735925e-05
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