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RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s

Summary: RisGraph provides real-time streaming for evolving graphs with sub-millisecond per-update analysis at millions of updates per second. It exploits Indexed Adjacency Lists, sparse arrays, Hybrid Parallel Mode, and a safe/unsafe update classifier to enable localized access and inter-update parallelism for high-throughput, no-batching per-update analytics (P999 ≤ 20 ms) on graphs with hundreds of millions of vertices and billions of edges. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6154
Venue
SIGMOD
Year
2021
Pagerank
6.4555664e-05
Overall Rank
4,096 | 71.51%
DOI
10.1145/3448016.3457263

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
5,847 Spruce: A Fast yet Space-saving Structure for Dynamic Graph Storage 2024 SIGMOD 5.302174e-05
6,575 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 5.0052259e-05
7,004 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 4.8656632e-05
7,694 LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR 2024 SIGMOD 4.6757592e-05
8,267 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 4.545679e-05
8,481 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 4.501065e-05
9,440 GastCoCo: Graph Storage and Coroutine-Based Prefetch Co-Design for Dynamic Graph Processing 2024 VLDB 4.3419774e-05
9,484 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 4.3341665e-05
9,604 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 4.3177432e-05
9,647 BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers 2024 VLDB 4.3109001e-05
9,745 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 4.2897489e-05
9,802 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 4.2807806e-05
10,082 Gem: Scalable Monotonic Graph Processing Beyond Billion-Scale on a Single Machine 2026 SIGMOD 4.1945683e-05
10,200 RadixGraph: A Fast, Space-Optimized Data Structure for Dynamic Graph Storage 2026 SIGMOD 4.1945683e-05
10,688 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 4.1945683e-05
10,705 Efficient Graph Data Access for Out-of-Memory GPU Streaming Graph Processing 2025 VLDB 4.1945683e-05
10,863 Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 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 0.0019005923
281 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.0002906793
522 Differential dataflow 2013 CIDR 0.00021099241
536 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00020722862
1,141 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013717279
1,394 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.0001221552
1,426 LiveGraph: A Transactional Graph Storage System with Purely Sequential Adjacency List Scans 2020 VLDB 0.00012050977
1,432 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00012017544
1,526 Monitoring Path Nearest Neighbor in Road Networks 2009 SIGMOD 0.00011512916
1,720 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010779343
1,892 Querying Shortest Paths on Time Dependent Road Networks 2019 VLDB 0.00010185573
2,130 SQLGraph: An Efficient Relational-Based Property Graph Store 2015 SIGMOD 9.4798556e-05
2,264 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.1575142e-05
2,803 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.0940362e-05
3,236 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.3352588e-05
3,988 All-in-One: Graph Processing in RDBMSs Revisited 2017 SIGMOD 6.5589605e-05
5,030 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 5.7501994e-05
5,211 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6284829e-05
7,255 Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics on Temporal Graphs 2017 VLDB 4.7877161e-05
7,352 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 4.753996e-05
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