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CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm

Summary: CARMI: a cache-aware learned index with an entropy-based partitioning metric and a cost model auto-selecting tree structure and models. Cache-friendly design minimizes memory traffic, delivering 2.2x/1.9x speedups vs B+Tree/ALEX and 1.2x SOSD over tuned RMIs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12756
Venue
VLDB
Year
2022
Pagerank
5.8884997e-05
Overall Rank
4,830 | 66.44%
DOI
10.14778/3551793.3551823

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
3,419 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 7.1127752e-05
5,072 Learned Index: A Comprehensive Experimental Evaluation 2023 VLDB 5.7121108e-05
5,327 DILI: A Distribution-Driven Learned Index 2023 VLDB 5.5660777e-05
6,442 Updatable Learned Indexes Meet Disk-Resident DBMS - From Evaluations to Design Choices 2023 SIGMOD 5.0541252e-05
7,389 Making In-Memory Learned Indexes Efficient on Disk 2024 SIGMOD 4.7386163e-05
7,870 SALI: A Scalable Adaptive Learned Index Framework based on Probability Models 2023 SIGMOD 4.6271153e-05
8,079 Accelerating String-key Learned Index Structures via Memoization-based Incremental Training 2024 VLDB 4.5873372e-05
9,618 A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach 2025 SIGMOD 4.3131993e-05
9,745 Why Are Learned Indexes So Effective but Sometimes Ineffective? 2025 VLDB 4.2856385e-05
10,087 High Performance or Low Memory? An Updatable Learned Index Framework for Time-Space Tradeoff 2026 SIGMOD 4.1905499e-05
10,172 HIRE: A Hybrid Learned Index for Robust and Efficient Performance under Mixed Workloads 2026 SIGMOD 4.1905499e-05
10,180 LM-Tree: A Hybrid Learned Index for Similarity Search in Metric Spaces 2026 SIGMOD 4.1905499e-05
10,331 LiBox: A Learned Index as an Array to Minimize Last-Mile Search 2026 VLDB 4.1905499e-05
10,407 VEGA: An Active-tuning Learned Index with Group-Wise Learning Granularity 2025 SIGMOD 4.1905499e-05
10,494 Femur: A Flexible Framework for Fast and Secure Querying from Public Key-Value Store 2025 SIGMOD 4.1905499e-05
10,719 DobLIX: A Dual-Objective Learned Index for Log-Structured Merge Trees 2025 VLDB 4.1905499e-05
10,952 SWIX: A Memory-efficient Sliding Window Learned Index 2024 SIGMOD 4.1905499e-05
11,039 Blitzcrank: Fast Semantic Compression for In-memory Online Transaction Processing 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
104 Making B+-Trees Cache Conscious in Main Memory 2000 SIGMOD 0.00049475932
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
235 A Study of Index Structures for Main Memory Database Management Systems 1986 VLDB 0.00031980259
240 Cache Conscious Indexing for Decision-Support in Main Memory 1999 VLDB 0.00031526134
382 FAST: Fast Architecture Sensitive Tree Search on Modern CPUs and GPUs 2010 SIGMOD 0.00024888997
622 Improving Index Performance through Prefetching 2001 SIGMOD 0.00018976783
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
819 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016237497
844 The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds 2020 VLDB 0.00015964123
1,300 Reducing the Storage Overhead of Main-Memory OLTP Databases with Hybrid Indexes 2016 SIGMOD 0.00012711153
1,365 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00012379754
1,438 Benchmarking Learned Indexes 2021 VLDB 0.00011965956
1,464 Learning Multi-dimensional Indexes 2020 SIGMOD 0.0001184772
1,887 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010201938
2,108 LISA: A Learned Index Structure for Spatial Data 2020 SIGMOD 9.5283642e-05
2,550 Updatable Learned Index with Precise Positions 2021 VLDB 8.5569576e-05
2,676 Effectively Learning Spatial Indices 2020 VLDB 8.326321e-05
2,734 Efficiently Searching In-Memory Sorted Arrays: Revenge of the Interpolation Search? 2019 SIGMOD 8.2082721e-05
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8700949e-05
4,069 CDFShop: Exploring and Optimizing Learned Index Structures 2020 SIGMOD 6.4744708e-05
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