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Adaptive Asynchronous Parallelization of Graph Algorithms

Summary: Adaptive Asynchronous Parallel (AAP) dynamically tunes progress among BSP, AP, and SSP to reduce stragglers and stale work in graph computations. Under GRAPE, AAP unifies these models, optimally simulates MapReduce/PRAM/BSP/AP/SSP, and guarantees convergence for monotone fixpoint algorithms with observed speedups on graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5626
Venue
SIGMOD
Year
2018
Pagerank
5.8250554e-05
Overall Rank
6,599 | 54.73%
DOI
10.1145/3183713.3196918

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fan_sigmod18,
        title = {{Adaptive Asynchronous Parallelization of Graph Algorithms}},
        author = {Fan, Wenfei and Lu, Ping and Luo, Xiaojian and Xu, Jingbo and Yin, Qiang and Yu, Wenyuan and Xu, Ruiqi},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196918},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196918},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
4,365 Application Driven Graph Partitioning 2020 SIGMOD 6.740899e-05
5,296 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.2782852e-05
6,203 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.9447217e-05
6,857 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 5.7525746e-05
8,858 Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines 2022 SIGMOD 5.3567857e-05
9,616 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.2434488e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
20 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056944564
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
937 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00013091546
956 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.0001297452
1,300 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011258552
1,474 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.0001066385
2,325 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.7495171e-05
2,798 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 8.1129891e-05
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
6,066 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.9890886e-05
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# Overall Rank Paper Year Venue
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5 4,297 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD
6 6,066 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB
7 11,825 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB
8 1,474 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR
9 2,325 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB
10 956 Parallelizing Sequential Graph Computations 2017 SIGMOD