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PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement

Summary: PreVision, an out-of-core matrix system, achieves near-optimal buffer replacement by exploiting deterministic access and proactive eviction to cut disk I/O. It delivers major I/O reductions and outperforms prior out-of-core matrix engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6851
Venue
SIGMOD
Year
2024
Pagerank
4.4837361e-05
Overall Rank
8,620 | 40.04%
DOI
10.1145/3639297

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,378 HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture 2025 SIGMOD 4.1945683e-05
10,389 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
306 The LRU-K Page Replacement Algorithm For Database Disk Buffering 1993 SIGMOD 0.00028228982
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
695 2Q: A Low Overhead High Performance Buffer Management Replacement Algorithm 1994 VLDB 0.00018061376
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4989076e-05
3,918 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6315176e-05
3,948 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 6.5959084e-05
4,259 Optimizing I/O for Big Array Analytics 2012 VLDB 6.3147285e-05
8,262 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5467867e-05
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10,802 Analytics Are Heavy. The DBMS Is Busy. When Will My Mission-Critical Transaction Start Running? 2025 VLDB 4.1945683e-05
9,426 Storing Matrices on Disk: Theory and Practice Revisited 2011 VLDB 4.3441378e-05
11,339 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1945683e-05
10,847 Sampling-based Predictive Database Buffer Management 2025 VLDB 4.1945683e-05
7,167 Automatic Synthesis of Out-of-Core Algorithms 2013 SIGMOD 4.8123187e-05
10,378 HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture 2025 SIGMOD 4.1945683e-05
1,556 Predictive Load Control for Flexible Buffer Allocation 1991 VLDB 0.00011392646
10,193 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.1945683e-05