DeepSqueeze: Deep Semantic Compression for Tabular Data

Summary: DeepSqueeze uses autoencoders to map tabular rows to a compact latent space, capturing cross-column dependencies beyond per-column encodings. It provides bounds for lossy numerical compression and works with columnar formats, achieving ~4x reduction. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5949
Venue: SIGMOD
Year: 2020
Pagerank: 6.7926132e-05
Overall Rank: 3,745 | 73.95%
DOI: 10.1145/3318464.3389734

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,416	LeCo: Lightweight Compression via Learning Serial Correlations	2024	SIGMOD	7.1196234e-05
6,297	Towards instance-optimized data systems	2021	VLDB	5.1227886e-05
8,052	Generating Succinct Descriptions of Database Schemata for Cost-Efficient Prompting of Large Language Models	2024	VLDB	4.5953106e-05
8,288	Mach: A Pluggable Metrics Storage Engine for the Age of Observability	2022	CIDR	4.5435639e-05
8,346	Deep Learning: Systems and Responsibility	2021	SIGMOD	4.5420668e-05
8,373	Hierarchical Residual Encoding for Multiresolution Time Series Compression	2023	SIGMOD	4.5329467e-05
8,786	AWARE: Workload-aware, Redundancy-exploiting Linear Algebra	2023	SIGMOD	4.4521262e-05
9,595	High-Ratio Compression for Machine-Generated Data	2023	SIGMOD	4.3194469e-05
9,901	AnyBlox: A Framework for Self-Decoding Datasets	2025	VLDB	4.258022e-05
10,286	QStore: Quantization-Aware Compressed Model Storage	2026	VLDB	4.1945683e-05
10,291	Morphing-based Compression for Data-centric ML Pipelines	2026	VLDB	4.1945683e-05
10,326	Learned Static Function Data Structures	2026	VLDB	4.1945683e-05
11,036	Blitzcrank: Fast Semantic Compression for In-memory Online Transaction Processing	2024	VLDB	4.1945683e-05
11,041	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1945683e-05
11,110	DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search	2024	VLDB	4.1945683e-05
11,366	Statistical Schema Learning using Occam's Razor	2022	SIGMOD	4.1945683e-05

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
21	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086087497
131	Integrating Compression and Execution in Column-Oriented Database Systems	2006	SIGMOD	0.0004370331
310	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.00028132402
1,598	Semantic Compression and Pattern Extraction with Fascicles	1999	VLDB	0.00011202905
2,134	How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations	2006	VLDB	9.4741038e-05
2,251	Vizdom: Interactive Analytics through Pen and Touch	2015	VLDB	9.1986441e-05
2,908	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	7.9306333e-05
4,030	Revisiting Reuse for Approximate Query Processing	2017	VLDB	6.5129665e-05

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1,967	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9131712e-05
10,281	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1945683e-05
3,335	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2065006e-05
1,100	Query Optimization In Compressed Database Systems	2001	SIGMOD	0.00014072277
3,536	General purpose database summarization	2005	VLDB	6.9990821e-05
3,787	White-box Compression: Learning and Exploiting Compact Table Representations	2020	CIDR	6.7674374e-05
7,429	CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases	2022	SIGMOD	4.7320139e-05
2,908	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	7.9306333e-05
6,894	TableDC: Deep Clustering for Tabular Data	2025	SIGMOD	4.8925595e-05
9,408	Experimental Analysis of Large-scale Learnable Vector Storage Compression	2024	VLDB	4.3441378e-05