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: 5950
Venue: SIGMOD
Year: 2020
Pagerank: 6.7952067e-05
Overall Rank: 3,741 | 74.01%
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
3,419	LeCo: Lightweight Compression via Learning Serial Correlations	2024	SIGMOD	7.1127752e-05
6,298	Towards instance-optimized data systems	2021	VLDB	5.1182917e-05
8,054	Generating Succinct Descriptions of Database Schemata for Cost-Efficient Prompting of Large Language Models	2024	VLDB	4.5909042e-05
8,281	Mach: A Pluggable Metrics Storage Engine for the Age of Observability	2022	CIDR	4.5392079e-05
8,340	Deep Learning: Systems and Responsibility	2021	SIGMOD	4.5381546e-05
8,341	Hierarchical Residual Encoding for Multiresolution Time Series Compression	2023	SIGMOD	4.5373173e-05
8,782	AWARE: Workload-aware, Redundancy-exploiting Linear Algebra	2023	SIGMOD	4.4478585e-05
9,595	High-Ratio Compression for Machine-Generated Data	2023	SIGMOD	4.3153078e-05
9,900	AnyBlox: A Framework for Self-Decoding Datasets	2025	VLDB	4.2539423e-05
10,298	QStore: Quantization-Aware Compressed Model Storage	2026	VLDB	4.1905499e-05
10,303	Morphing-based Compression for Data-centric ML Pipelines	2026	VLDB	4.1905499e-05
10,338	Learned Static Function Data Structures	2026	VLDB	4.1905499e-05
11,039	Blitzcrank: Fast Semantic Compression for In-memory Online Transaction Processing	2024	VLDB	4.1905499e-05
11,044	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1905499e-05
11,113	DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search	2024	VLDB	4.1905499e-05
11,368	Statistical Schema Learning using Occam's Razor	2022	SIGMOD	4.1905499e-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
20	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086163998
132	Integrating Compression and Execution in Column-Oriented Database Systems	2006	SIGMOD	0.00043697853
310	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.0002815547
1,599	Semantic Compression and Pattern Extraction with Fascicles	1999	VLDB	0.00011203327
2,137	How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations	2006	VLDB	9.463768e-05
2,253	Vizdom: Interactive Analytics through Pen and Touch	2015	VLDB	9.1886315e-05
2,906	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	7.9324961e-05
4,020	Revisiting Reuse for Approximate Query Processing	2017	VLDB	6.5209063e-05

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1,970	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9024431e-05
10,293	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1905499e-05
3,326	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2148323e-05
1,098	Query Optimization In Compressed Database Systems	2001	SIGMOD	0.00014070252
3,539	General purpose database summarization	2005	VLDB	6.9925094e-05
3,757	White-box Compression: Learning and Exploiting Compact Table Representations	2020	CIDR	6.7804933e-05
7,431	CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases	2022	SIGMOD	4.7274757e-05
2,906	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	7.9324961e-05
6,897	TableDC: Deep Clustering for Tabular Data	2025	SIGMOD	4.8878659e-05
9,414	Experimental Analysis of Large-scale Learnable Vector Storage Compression	2024	VLDB	4.3399748e-05