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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
- 12788
- Venue
- VLDB
- Year
- 2022
- Pagerank
- 9.6331032e-05
- Overall Rank
- 2,070 | 85.62%
- DOI
-
10.14778/3551773.3551852
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 27 of 27 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,642 |
BtrBlocks: Efficient Columnar Compression for Data Lakes |
2023 |
SIGMOD |
6.8876984e-05 |
| 4,389 |
Elf: Erasing-based Lossless Floating-Point Compression |
2023 |
VLDB |
6.2197225e-05 |
| 4,509 |
ALP: Adaptive Lossless floating-Point Compression |
2023 |
SIGMOD |
6.1251244e-05 |
| 4,516 |
An Empirical Evaluation of Columnar Storage Formats |
2024 |
VLDB |
6.1146215e-05 |
| 4,628 |
Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging |
2023 |
VLDB |
6.0321252e-05 |
| 6,797 |
Raising the ClaSS of Streaming Time Series Segmentation |
2024 |
VLDB |
4.9194315e-05 |
| 7,021 |
DuckPGQ: Bringing SQL/PGQ to DuckDB |
2023 |
VLDB |
4.8546368e-05 |
| 7,470 |
Bullion: A Column Store for Machine Learning |
2025 |
CIDR |
4.7159125e-05 |
| 8,584 |
FCBench: Cross-Domain Benchmarking of Lossless Compression for Floating-Point Data |
2024 |
VLDB |
4.4857511e-05 |
| 8,684 |
Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask |
2024 |
VLDB |
4.4626624e-05 |
| 8,782 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
4.4478585e-05 |
| 9,149 |
Serf: Streaming Error-Bounded Floating-Point Compression |
2025 |
SIGMOD |
4.380727e-05 |
| 9,203 |
F3: The Open-Source Data File Format for the Future |
2026 |
SIGMOD |
4.3701616e-05 |
| 9,646 |
The FastLanes File Format |
2025 |
VLDB |
4.3067693e-05 |
| 9,914 |
Camel: Efficient Compression of Floating-Point Time Series |
2024 |
SIGMOD |
4.2520778e-05 |
| 10,303 |
Morphing-based Compression for Data-centric ML Pipelines |
2026 |
VLDB |
4.1905499e-05 |
| 10,321 |
CLaP - State Detection from Time Series |
2026 |
VLDB |
4.1905499e-05 |
| 10,333 |
DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data |
2026 |
VLDB |
4.1905499e-05 |
| 10,622 |
QPET: A Versatile and Portable Quantity-of-Interest-Preservation Framework for Error-Bounded Lossy Compression |
2025 |
VLDB |
4.1905499e-05 |
| 10,675 |
Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse |
2025 |
VLDB |
4.1905499e-05 |
| 10,682 |
Improving Time Series Data Compression in Apache IoTDB |
2025 |
VLDB |
4.1905499e-05 |
| 10,708 |
LogLite: Lightweight Plug-and-Play Streaming Log Compression |
2025 |
VLDB |
4.1905499e-05 |
| 10,748 |
Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression |
2025 |
VLDB |
4.1905499e-05 |
| 10,858 |
LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics |
2025 |
VLDB |
4.1905499e-05 |
| 11,093 |
Simple (yet Efficient) Function Authoring for Vectorized Engines |
2024 |
VLDB |
4.1905499e-05 |
| 11,136 |
Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB |
2024 |
VLDB |
4.1905499e-05 |
| 11,226 |
Homomorphic Compression: Making Text Processing on Compression Unlimited |
2023 |
SIGMOD |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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| 7,392 |
MOST: Model-Based Compression with Outlier Storage for Time Series Data |
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Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression |
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SIGMOD |
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| 9,914 |
Camel: Efficient Compression of Floating-Point Time Series |
2024 |
SIGMOD |
4.2520778e-05 |