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TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Summary: TAB: a unified time-series anomaly-detection benchmark aggregating 29 public multivariate datasets and 1,635 univariate series and integrating non-learning, ML, deep-learning, LLM-based and pre-trained time-series methods. Includes an automated, standardized evaluation pipeline for fair, reproducible comparison and reports comprehensive cross-method performance analyses. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14106
Venue
VLDB
Year
2025
Pagerank
5.2755515e-05
Overall Rank
9,382 | 35.64%
DOI
10.14778/3746405.3746407

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{qiu_vldb25,
        title = {{TAB: Unified Benchmarking of Time Series Anomaly Detection Methods}},
        author = {Qiu, Xiangfei and Li, Zhe and Qiu, Wanghui and Hu, Shiyan and Zhou, Lekui and Wu, Xingjian and Li, Zhengyu and Guo, Chenjuan and Zhou, Aoying and Sheng, Zhenli and Hu, Jilin and Jensen, Christian S. and Yang, Bin},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {9},
        pages = {2775--2789},
        doi = {10.14778/3746405.3746407},
        url = {https://doi.org/10.14778/3746405.3746407},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,298 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
142 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.0002962566
578 Efficient Algorithms for Mining Outliers from Large Data Sets 2000 SIGMOD 0.00016221871
1,029 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00012557065
1,534 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00010464308
1,793 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.7435472e-05
2,004 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.3207067e-05
2,346 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.7168932e-05
3,369 TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods 2024 VLDB 7.4706661e-05
3,447 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 7.4085215e-05
6,141 An Experimental Evaluation of Anomaly Detection in Time Series 2024 VLDB 5.9628456e-05
6,356 TimeEval: A Benchmarking Toolkit for Time Series Anomaly Detection Algorithms 2022 VLDB 5.9024453e-05
6,443 AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting 2023 SIGMOD 5.8775356e-05
10,808 Noise Matters: Cross Contrastive Learning for Flink Anomaly Detection 2025 VLDB 5.093636e-05
11,402 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation 2023 SIGMOD 5.093636e-05
Previous Page 1 / 1 Next

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