High-Ratio Compression for Machine-Generated Data

Summary: Pattern-Based Compression (PBC) exploits patterns in machine-generated data to achieve Pareto-optimal compression. Per-record encoding enables fast random access, delivering ~2× ratios over state-of-the-art with production-ready deployment in DB systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6747
Venue: SIGMOD
Year: 2023
Pagerank: 4.3194469e-05
Overall Rank: 9,595 | 33.25%
DOI: 10.1145/3626732

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,645	The FastLanes File Format	2025	VLDB	4.3109001e-05
10,291	Morphing-based Compression for Data-centric ML Pipelines	2026	VLDB	4.1945683e-05
10,700	LogLite: Lightweight Plug-and-Play Streaming Log Compression	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
1,087	HOT: A Height Optimized Trie Index for Main-Memory Database Systems	2018	SIGMOD	0.00014162909
1,134	Dictionary-based Order-preserving String Compression for Main Memory Column Stores	2009	SIGMOD	0.00013761456
1,169	SuRF: Practical Range Query Filtering with Fast Succinct Tries	2018	SIGMOD	0.00013536447
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
2,908	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	7.9306333e-05
3,745	DeepSqueeze: Deep Semantic Compression for Tabular Data	2020	SIGMOD	6.7926132e-05
3,787	White-box Compression: Learning and Exploiting Compact Table Representations	2020	CIDR	6.7674374e-05
4,704	JSON Tiles: Fast Analytics on Semi-Structured Data	2021	SIGMOD	5.9853687e-05
5,835	Order-Preserving Key Compression for In-Memory Search Trees	2020	SIGMOD	5.30905e-05
6,311	VergeDB: A Database for IoT Analytics on Edge Devices	2021	CIDR	5.1161316e-05
7,430	Adaptive Log Compression for Massive Log Data	2013	SIGMOD	4.7317713e-05
8,088	PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage	2020	VLDB	4.5897316e-05

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Overall Rank	Paper	Year	Venue	Pagerank
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6,157	Compression Aware Physical Database Design	2011	VLDB	5.1801143e-05
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9,404	Revisiting B-tree Compression: An Experimental Study	2024	SIGMOD	4.3441378e-05
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1,100	Query Optimization In Compressed Database Systems	2001	SIGMOD	0.00014072277
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