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Rule-Based Graph Cleaning with GPUs on a Single Machine

Summary: Rule-based graph cleaning on a single machine with GPU accel; MiniClean embeds ML predicates for discovery and correction. Memory-footprint reduction via bundling and compression; CPU-GPU-I/O pipeline with SIMD and parallelism to boost CPU-GPU synergy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7228
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,486 | 27.06%
DOI
10.1145/3725303

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Showing 30 of 30 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
49 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00067660624
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
221 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033121824
297 Complexity of Answering Queries Using Materialized Views 1998 PODS 0.00028596715
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
444 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.00022987918
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
2,450 Functional Dependencies for Graphs 2016 SIGMOD 8.7882979e-05
2,527 Dependencies for Graphs 2017 PODS 8.5954406e-05
3,287 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.2739447e-05
3,418 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.1188618e-05
3,462 Efficient and Provable Multi-Query Optimization 2017 PODS 7.0703696e-05
3,525 Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory 2020 VLDB 7.0080401e-05
3,641 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 6.8884895e-05
3,646 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8853079e-05
3,694 Keys for Graphs 2015 VLDB 6.8345712e-05
4,494 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 6.1414196e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-05
6,658 Scalable Querying of Nested Data 2021 VLDB 4.9711629e-05
6,674 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 4.9663344e-05
6,703 Discovering Graph Functional Dependencies 2018 SIGMOD 4.9555163e-05
7,287 Discovering Association Rules from Big Graphs 2022 VLDB 4.7762276e-05
8,133 Towards Event Prediction in Temporal Graphs 2022 VLDB 4.5784634e-05
8,146 MiniGraph: Querying Big Graphs with a Single Machine 2023 VLDB 4.5755031e-05
8,211 Capturing Associations in Graphs 2020 VLDB 4.5581054e-05
8,422 Deducing Certain Fixes to Graphs 2019 VLDB 4.5167705e-05
9,487 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3341665e-05
9,564 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.3254416e-05
9,846 HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs 2025 VLDB 4.2721228e-05
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