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Chimp: Efficient Lossless Floating Point Compression for Time Series Databases

Summary: Chimp: lossless floating point streaming compression for time-series data, exploiting observed properties. Outperforms top streaming and general-purpose methods on compression and access time; 50% space vs rivals, with faster TSDB ingestion. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd3c920df463c2826
Venue
VLDB
Year
2022
Pagerank
0.00010921539
Overall Rank
1,351 | 90.95%
DOI
10.14778/3551793.3551852
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{liakos_vldb22,
        title = {{Chimp: Efficient Lossless Floating Point Compression for Time Series Databases}},
        author = {Liakos, Panagiotis and Papakonstantinopoulou, Katia and Kotidis, Yannis},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {11},
        pages = {3058--3070},
        doi = {10.14778/3551793.3551852},
        url = {https://doi.org/10.14778/3551793.3551852},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
2,239 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.7753778e-05
2,811 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.9587454e-05
3,580 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.1738746e-05
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,610 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.4882187e-05
5,265 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 6.1922502e-05
7,369 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5261972e-05
7,579 Raising the ClaSS of Streaming Time Series Segmentation 2024 VLDB 5.4756667e-05
7,771 The FastLanes File Format 2025 VLDB 5.4390723e-05
8,057 FCBench: Cross-Domain Benchmarking of Lossless Compression for Floating-Point Data 2024 VLDB 5.3829989e-05
8,080 Serf: Streaming Error-Bounded Floating-Point Compression 2025 SIGMOD 5.3768029e-05
8,407 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.3219903e-05
8,578 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2966191e-05
8,808 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 5.2575054e-05
8,823 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.2549094e-05
9,523 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.151324e-05
10,119 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.0638787e-05
10,341 Simple (yet Efficient) Function Authoring for Vectorized Engines 2024 VLDB 5.0210286e-05
10,516 DimWeaver: Dimensional Weaved Trajectory Compression 2026 SIGMOD 4.9605343e-05
10,536 FLEA: Frequency-based Lossless Encoding Algorithm for Periodic Time Series 2026 SIGMOD 4.9605343e-05
10,548 Kangaroo: Efficient Lossless Floating-Point Compression via Dynamic Reference Selection 2026 SIGMOD 4.9605343e-05
10,956 Accelerating String-Heavy Queries with LLM Token Tables 2026 VLDB 4.9605343e-05
11,015 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.9605343e-05
11,124 CLaP - State Detection from Time Series 2026 VLDB 4.9605343e-05
11,135 DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data 2026 VLDB 4.9605343e-05
11,338 QPET: A Versatile and Portable Quantity-of-Interest-Preservation Framework for Error-Bounded Lossy Compression 2025 VLDB 4.9605343e-05
11,372 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.9605343e-05
11,377 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.9605343e-05
11,395 LogLite: Lightweight Plug-and-Play Streaming Log Compression 2025 VLDB 4.9605343e-05
11,709 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 4.9605343e-05
11,789 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.9605343e-05
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