Serf: Streaming Error-Bounded Floating-Point Compression

Summary: Serf is a streaming, error-bounded floating-point compressor for IoT time series, with Serf-Qt (quantize + Elias gamma) and Serf-XOR (lossy, XOR-based). Novel data-offset to boost leading zeros and a trailing-zero–oriented approximation with pruning enable high compression; a real-system prototype on 13 datasets vs 17 baselines shows Serf-XOR often offers the lowest end-to-end time under bandwidth limits. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7329
Venue: SIGMOD
Year: 2025
Pagerank: 5.5210739e-05
Overall Rank: 7,892 | 45.86%
DOI: 10.1145/3725353

Incoming Non-self Citations Over Time

Authors

1. Ruiyuan Li (Chongqing University; Start Lab)
2. Zechao Chen (Chongqing University; Start Lab)
3. Ruyun Lu (Chongqing University; Start Lab)
4. Xiaolong Xu (Chongqing University; Start Lab)
5. Guangchao Yang (Chongqing University; Start Lab)
6. Chao Chen (Chongqing University)
7. Jie Bao (JD Group)
8. Yu Zheng (JD Group)

BibTeX Citation

@inproceedings{li_sigmod25,
        title = {{Serf: Streaming Error-Bounded Floating-Point Compression}},
        author = {Li, Ruiyuan and Chen, Zechao and Lu, Ruyun and Xu, Xiaolong and Yang, Guangchao and Chen, Chao and Bao, Jie and Zheng, Yu},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725353},
        url = {https://dl.acm.org/doi/10.1145/3725353},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,258	Kangaroo: Efficient Lossless Floating-Point Compression via Dynamic Reference Selection	2026	SIGMOD	5.093636e-05
10,619	DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data	2026	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
41	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00046675394
148	Gorilla: A Fast, Scalable, In-Memory Time Series Database	2015	VLDB	0.00029250767
1,364	Chimp: Efficient Lossless Floating Point Compression for Time Series Databases	2022	VLDB	0.00011020069
1,608	Apache IoTDB: Time-series Database for Internet of Things	2020	VLDB	0.00010227331
1,688	Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees	2009	VLDB	0.00010003536
1,973	ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra	2018	VLDB	9.3673522e-05
2,023	Decomposed Bounded Floats for Fast Compression and Queries	2021	VLDB	9.2950046e-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
3,722	NET-FLi: On-the-fly Compression, Archiving and Indexing of Streaming Network Traffic	2010	VLDB	7.1726862e-05
4,496	Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging	2023	VLDB	6.6622617e-05
6,556	Hierarchical Residual Encoding for Multiresolution Time Series Compression	2023	SIGMOD	5.8404094e-05
6,590	MOST: Model-Based Compression with Outlier Storage for Time Series Data	2023	SIGMOD	5.8316635e-05
7,813	TRACE: Real-time Compression of Streaming Trajectories in Road Networks	2021	VLDB	5.5390003e-05
7,890	FCBench: Cross-Domain Benchmarking of Lossless Compression for Floating-Point Data	2024	VLDB	5.521314e-05
9,521	Toward Quantity-of-Interest Preserving Lossy Compression for Scientific Data	2023	VLDB	5.2560205e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	10,980	Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression	2025	VLDB
2	6,556	Hierarchical Residual Encoding for Multiresolution Time Series Compression	2023	SIGMOD
3	11,155	High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation	2024	SIGMOD
4	3,269	ALP: Adaptive Lossless floating-Point Compression	2023	SIGMOD
5	11,770	An Evaluation of Methods of Compressing Doubles	2020	SIGMOD
6	1,364	Chimp: Efficient Lossless Floating Point Compression for Time Series Databases	2022	VLDB
7	10,619	DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data	2026	VLDB
8	8,635	Camel: Efficient Compression of Floating-Point Time Series	2024	SIGMOD
9	10,258	Kangaroo: Efficient Lossless Floating-Point Compression via Dynamic Reference Selection	2026	SIGMOD
10	3,540	Elf: Erasing-based Lossless Floating-Point Compression	2023	VLDB