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X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs

Summary: X-Wim massively parallelizes bipartite MWPM by decoupling Hungarian phases, avoiding global updates, and concurrently searching disjoint augmenting paths. Its adaptive design delivers up to 56.3× speedup on 8 cores and strong scaling to 96 cores. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h30eea58c7bca13ca
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,813 | 27.30%
DOI
10.14778/3828612.3828621

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Authors

BibTeX Citation

@article{fan_vldb26,
        title = {{X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs}},
        author = {Fan, Dayi and Zhang, Simon and Lee, Rubao and Guo, Hanqi and Zhang, Xiaodong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {10},
        pages = {2643--2657},
        doi = {10.14778/3828612.3828621},
        url = {https://doi.org/10.14778/3828612.3828621},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 36 of 36 cited papers.

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

Rank Cited Paper Year Venue Pagerank
184 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026100147
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.000235107
714 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014569079
1,548 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010290306
2,836 SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs 2015 VLDB 7.9547269e-05
3,204 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.5400217e-05
3,593 Merging the Results of Approximate Match Operations 2004 VLDB 7.183446e-05
3,653 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 7.1288161e-05
3,890 Efficient Temporal Butterfly Counting and Enumeration on Temporal Bipartite Graphs 2024 VLDB 6.9442248e-05
4,139 Graph Indexing for Shortest-Path Finding over Dynamic Sub-Graphs 2016 SIGMOD 6.7856156e-05
4,612 Maximum k-Biplex Search on Bipartite Graphs: A Symmetric-BK Branching Approach 2023 SIGMOD 6.5021632e-05
5,754 An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs 2019 VLDB 6.0058421e-05
5,920 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.9475097e-05
6,109 GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs 2024 VLDB 5.8845577e-05
6,301 Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs 2020 SIGMOD 5.8188746e-05
6,515 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.7590881e-05
6,893 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 5.6540469e-05
6,919 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 5.644237e-05
6,961 Towards Maximum Independent Sets on Massive Graphs 2015 VLDB 5.6332537e-05
7,059 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.6106152e-05
7,137 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.600995e-05
7,939 GraphINC: Graph Pattern Mining at Network Speed 2023 SIGMOD 5.4223464e-05
7,986 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB 5.4123815e-05
8,328 Robust Entity Resolution using Random Graphs 2018 SIGMOD 5.3537044e-05
8,393 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3410533e-05
9,148 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.2189946e-05
9,361 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 5.1868213e-05
9,462 BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers 2024 VLDB 5.1729898e-05
10,270 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 5.0485061e-05
10,271 G-View: View Management for Graph Databases 2025 VLDB 5.0485061e-05
10,272 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0485061e-05
10,273 Improving Graph Compression for Efficient Resource-Constrained Graph Analytics 2024 VLDB 5.0485061e-05
10,274 Succinct Graph Representations as Distance Oracles: An Experimental Evaluation 2022 VLDB 5.0485061e-05
10,276 RDF Graph Alignment with Bisimulation 2016 VLDB 5.0485061e-05
11,312 X-Blossom: Massive Parallelization of Graph Maximum Matching 2025 VLDB 4.9793485e-05
11,560 X-TED: Massive Parallelization of Tree Edit Distance 2024 VLDB 4.9793485e-05
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