TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection

Summary: TSB-UAD is an end-to-end benchmark for univariate time-series anomaly detection, aggregating 13,766 labeled series from 100+ papers across diverse domains. It introduces principled anomaly transformations, evaluates 12 methods, and offers a reproducible data-and-code resource with a leaderboard. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12674
Venue: VLDB
Year: 2022
Pagerank: 8.9241557e-05
Overall Rank: 2,381 | 83.46%
DOI: 10.14778/3529337.3529354

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,253	Anomaly Detection in Time Series: A Comprehensive Evaluation	2022	VLDB	0.00013019488
3,403	ELPIS: Graph-Based Similarity Search for Scalable Data Science	2023	VLDB	7.1338786e-05
3,946	Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection	2022	VLDB	6.6036232e-05
4,082	Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series	2023	VLDB	6.4601453e-05
4,762	METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection	2024	VLDB	5.9338398e-05
4,870	DBPA: A Benchmark for Transactional Database Performance Anomalies	2023	SIGMOD	5.8583776e-05
5,747	Hercules Against Data Series Similarity Search	2022	VLDB	5.3427166e-05
5,785	ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection	2024	VLDB	5.3257637e-05
6,419	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0621949e-05
6,435	An Experimental Evaluation of Anomaly Detection in Time Series	2024	VLDB	5.0555305e-05
6,797	Raising the ClaSS of Streaming Time Series Segmentation	2024	VLDB	4.9194315e-05
8,222	TSGBench: Time Series Generation Benchmark	2024	VLDB	4.5509275e-05
8,279	OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting	2023	VLDB	4.5392079e-05
8,740	A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis	2024	VLDB	4.4520434e-05
8,991	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4113784e-05
9,233	LeaFi: Data Series Indexes on Steroids with Learned Filters	2025	SIGMOD	4.3648789e-05
9,299	Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection	2022	VLDB	4.356626e-05
9,334	Odyssey: An Engine Enabling The Time-Series Clustering Journey	2023	VLDB	4.351469e-05
9,336	dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification	2022	SIGMOD	4.351469e-05
9,599	SPARTAN: Data-Adaptive Symbolic Time-Series Approximation	2025	SIGMOD	4.3136057e-05
10,377	Agree to Disagree: Robust Anomaly Detection with Noisy Labels	2025	SIGMOD	4.1905499e-05
10,476	A Structured Study of Multivariate Time-Series Distance Measures	2025	SIGMOD	4.1905499e-05
10,533	Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data	2025	SIGMOD	4.1905499e-05
10,588	Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach	2025	VLDB	4.1905499e-05
10,607	Time Series Motif Discovery: A Comprehensive Evaluation	2025	VLDB	4.1905499e-05
10,645	TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	2025	VLDB	4.1905499e-05
10,725	BURST: Rendering Clustering Techniques Suitable for Evolving Streams	2025	VLDB	4.1905499e-05
10,745	TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05
10,748	Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression	2025	VLDB	4.1905499e-05
10,834	EasyAD: A Demonstration of Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05
10,880	MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection	2025	VLDB	4.1905499e-05
11,097	Time-Series Anomaly Detection: Overview and New Trends	2024	VLDB	4.1905499e-05
11,237	Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances	2023	VLDB	4.1905499e-05
13,151	SAIL: A Voyage to Symbolic Approximation Solutions for Time-Series Analysis	2025	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
159	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.00040135453
601	Linear Road: A Stream Data Management Benchmark	2004	VLDB	0.00019372971
1,510	k-Shape: Efficient and Accurate Clustering of Time Series	2015	SIGMOD	0.00011588558
1,640	Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series	2021	VLDB	0.00011048873
1,728	BigBench: Towards an Industry Standard Benchmark for Big Data Analytics	2013	SIGMOD	0.00010731422
1,859	Distance-based Outlier Detection in Data Streams	2016	VLDB	0.00010307902
2,032	SAND: Streaming Subsequence Anomaly Detection	2021	VLDB	9.7320795e-05
2,619	Decomposed Bounded Floats for Fast Compression and Queries	2021	VLDB	8.4427442e-05
2,635	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB	8.4081184e-05
2,646	Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series	2020	VLDB	8.3751681e-05
3,946	Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection	2022	VLDB	6.6036232e-05
4,062	GRAIL: Efficient Time-Series Representation Learning	2019	VLDB	6.4792249e-05
4,854	Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures	2020	SIGMOD	5.8707943e-05
6,115	GraphAn: Graph-based Subsequence Anomaly Detection	2020	VLDB	5.1995458e-05
6,311	VergeDB: A Database for IoT Analytics on Edge Devices	2021	CIDR	5.1112212e-05
6,366	Good to the Last Bit: Data-Driven Encoding with CodecDB	2021	SIGMOD	5.0892171e-05
8,090	PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage	2020	VLDB	4.5853298e-05
13,274	SAND in Action: Subsequence Anomaly Detection for Streams	2021	VLDB	-

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,082	Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series	2023	VLDB	6.4601453e-05
7,183	TimeEval: A Benchmarking Toolkit for Time Series Anomaly Detection Algorithms	2022	VLDB	4.8026282e-05
11,097	Time-Series Anomaly Detection: Overview and New Trends	2024	VLDB	4.1905499e-05
9,299	Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection	2022	VLDB	4.356626e-05
1,253	Anomaly Detection in Time Series: A Comprehensive Evaluation	2022	VLDB	0.00013019488
6,435	An Experimental Evaluation of Anomaly Detection in Time Series	2024	VLDB	5.0555305e-05
6,419	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0621949e-05
10,834	EasyAD: A Demonstration of Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05
10,645	TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	2025	VLDB	4.1905499e-05
10,745	TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05