AutoOD: Automatic Outlier Detection

Summary: AutoOD merges multiple unsupervised outlier detectors with a learned, custom outlier classifier to produce labels without ground truth. It exploits cross-detector signals to outperform the best unsupervised detector and tuning-free baselines on diverse benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6524
Venue: SIGMOD
Year: 2023
Pagerank: 6.1644904e-05
Overall Rank: 4,455 | 69.04%
DOI: 10.1145/3588700

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1905499e-05
10,100	AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction	2026	SIGMOD	4.1905499e-05
10,377	Agree to Disagree: Robust Anomaly Detection with Noisy Labels	2025	SIGMOD	4.1905499e-05
10,488	Data Enhancement for Binary Classification of Relational Data	2025	SIGMOD	4.1905499e-05
10,745	TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05
10,834	EasyAD: A Demonstration of Automated Solutions 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

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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
252	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030532082
697	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017964755
768	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00016864875
917	Democratizing Data Science through Interactive Curation of ML Pipelines	2019	SIGMOD	0.00015324193
1,393	Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads	2018	VLDB	0.00012223372
2,129	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4799835e-05
2,826	Finding Intensional Knowledge of Distance-Based Outliers	1999	VLDB	8.0562807e-05
4,553	A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System	2022	VLDB	6.0852762e-05
7,580	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7023767e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,708	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.2951473e-05
11,470	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD	4.1905499e-05
1,859	Distance-based Outlier Detection in Data Streams	2016	VLDB	0.00010307902
2,635	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB	8.4081184e-05
3,921	Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms	2013	SIGMOD	6.6245531e-05
5,479	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	5.4849266e-05
6,419	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0621949e-05
9,790	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2782534e-05
7,580	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7023767e-05
4,553	A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System	2022	VLDB	6.0852762e-05