Sampling-based Predictive Database Buffer Management
Summary: Sampling-based predictive buffer manager uses scan-progress estimates to approximate optimal future-aware evictions for concurrent OLAP scans. Evicting from small tunable samples keeps overhead low and cuts I/O up to 40% vs Clock-sweep/prior predictive methods. (summarized by gpt-5-mini on Feb 09 2026)
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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 |
| 340 | OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases | 2014 | VLDB | 0.00026841628 |
| 695 | 2Q: A Low Overhead High Performance Buffer Management Replacement Algorithm | 1994 | VLDB | 0.00018061376 |
| 735 | Umbra: A Disk-Based System with In-Memory Performance | 2020 | CIDR | 0.00017452467 |
| 1,026 | Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS | 2007 | VLDB | 0.00014589172 |
| 3,178 | Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet | 2024 | VLDB | 7.4325992e-05 |
| 6,043 | Operation-Aware Buffer Management in Flash-based Systems | 2011 | SIGMOD | 5.2386942e-05 |
| 6,840 | LeanStore: A High-Performance Storage Engine for NVMe SSDs | 2024 | VLDB | 4.9109345e-05 |
| 6,860 | From Cooperative Scans to Predictive Buffer Management | 2012 | VLDB | 4.9055084e-05 |
| 7,898 | Write-Aware Timestamp Tracking: Effective and Efficient Page Replacement for Modern Hardware | 2023 | VLDB | 4.6230352e-05 |
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