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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
12975
Venue
VLDB
Year
2022
Pagerank
0.00011020069
Overall Rank
1,364 | 90.65%
DOI
10.14778/3551793.3551852

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 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
2,788 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.1205155e-05
3,269 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.5809516e-05
3,540 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.3282654e-05
3,877 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0532293e-05
4,496 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.6622617e-05
6,439 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 5.8787285e-05
7,285 Bullion: A Column Store for Machine Learning 2025 CIDR 5.6559604e-05
7,421 Raising the ClaSS of Streaming Time Series Segmentation 2024 VLDB 5.6225905e-05
7,890 FCBench: Cross-Domain Benchmarking of Lossless Compression for Floating-Point Data 2024 VLDB 5.521314e-05
7,892 Serf: Streaming Error-Bounded Floating-Point Compression 2025 SIGMOD 5.5210739e-05
8,634 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 5.3960216e-05
8,635 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.3959098e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
9,038 The FastLanes File Format 2025 VLDB 5.3270943e-05
9,277 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2937431e-05
10,222 DimWeaver: Dimensional Weaved Trajectory Compression 2026 SIGMOD 5.093636e-05
10,245 FLEA: Frequency-based Lossless Encoding Algorithm for Periodic Time Series 2026 SIGMOD 5.093636e-05
10,258 Kangaroo: Efficient Lossless Floating-Point Compression via Dynamic Reference Selection 2026 SIGMOD 5.093636e-05
10,589 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 5.093636e-05
10,607 CLaP - State Detection from Time Series 2026 VLDB 5.093636e-05
10,619 DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data 2026 VLDB 5.093636e-05
10,871 QPET: A Versatile and Portable Quantity-of-Interest-Preservation Framework for Error-Bounded Lossy Compression 2025 VLDB 5.093636e-05
10,917 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 5.093636e-05
10,923 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 5.093636e-05
10,946 LogLite: Lightweight Plug-and-Play Streaming Log Compression 2025 VLDB 5.093636e-05
10,980 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.093636e-05
11,078 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.093636e-05
11,296 Simple (yet Efficient) Function Authoring for Vectorized Engines 2024 VLDB 5.093636e-05
11,339 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 5.093636e-05
11,425 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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