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AWARE: Workload-aware, Redundancy-exploiting Linear Algebra

Summary: Introduces AWARE, a workload-aware compression framework for ML pipelines that summarizes their workload and optimizes compression plus execution plans to minimize runtime. It exploits redundancy beyond sparsity with new schemes and kernels, delivering up to 10,000x per-op and 6.6x ML gains over uncompressed baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6506
Venue
SIGMOD
Year
2023
Pagerank
4.4478585e-05
Overall Rank
8,782 | 38.97%
DOI
10.1145/3588682

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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
132 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00043697853
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031314629
307 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00028226342
367 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00025518228
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
731 The TileDB Array Data Storage Manager 2017 VLDB 0.0001743996
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
1,134 Dictionary-based Order-preserving String Compression for Main Memory Column Stores 2009 SIGMOD 0.00013751593
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,260 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012990853
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
1,590 Column-oriented Database Systems 2009 VLDB 0.00011230525
1,608 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011169837
1,908 How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans 2007 SIGMOD 0.00010130401
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
2,070 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 9.6331032e-05
2,137 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.463768e-05
2,456 Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities 2021 SIGMOD 8.7649259e-05
2,619 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4427442e-05
3,280 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2813732e-05
3,482 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0514808e-05
3,741 DeepSqueeze: Deep Semantic Compression for Tabular Data 2020 SIGMOD 6.7952067e-05
3,801 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7528979e-05
3,810 SketchML: Accelerating Distributed Machine Learning with Data Sketches 2018 SIGMOD 6.7375383e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,787 The Relational Data Borg is Learning 2020 VLDB 5.9168117e-05
4,835 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 5.8861112e-05
5,124 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 5.6747536e-05
5,817 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3154329e-05
6,059 Progressive Compressed Records: Taking a Byte out of Deep Learning Data 2021 VLDB 5.2272544e-05
6,160 Compression Aware Physical Database Design 2011 VLDB 5.1750659e-05
6,194 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1592984e-05
6,535 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.0184189e-05
7,331 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 4.7558046e-05
7,702 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6689015e-05
8,575 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 4.4880409e-05
8,655 Improving Matrix-vector Multiplication via Lossless Grammar-Compressed Matrices 2022 VLDB 4.4687769e-05
9,271 COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression 2022 VLDB 4.3625977e-05
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