Agree to Disagree: Robust Anomaly Detection with Noisy Labels

Summary: Unity: LNL for anomaly detection uniting sample selection and label refurbishment. Dual nets agree to pick clean labels, resolve disagreements for marginal cases, and apply anomaly-centric contrastive learning to refurbish the rest; iterative training yields strong F1 gains on 10 real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7006
Venue: SIGMOD
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,365 | 27.90%
DOI: 10.1145/3709657

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2,126	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4887794e-05
2,381	TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection	2022	VLDB	8.9327638e-05
4,154	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	6.4032498e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,911	Unsupervised Contextual Anomaly Detection for Database Systems	2022	SIGMOD	5.8328593e-05
8,714	LANCET: Labeling Complex Data at Scale	2021	VLDB	4.4619818e-05
11,000	MisDetect: Iterative Mislabel Detection using Early Loss	2024	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,079	Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series	2023	VLDB	6.4663636e-05
2,290	TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data	2022	VLDB	9.0934125e-05
10,637	TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	2025	VLDB	4.1945683e-05
10,876	MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection	2025	VLDB	4.1945683e-05
6,423	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB	5.0670573e-05
6,440	An Experimental Evaluation of Anomaly Detection in Time Series	2024	VLDB	5.0603878e-05
10,713	CoLA: Model Collaboration for Log-based Anomaly Detection	2025	VLDB	4.1945683e-05
10,536	Noise Matters: Cross Contrastive Learning for Flink Anomaly Detection	2025	VLDB	4.1945683e-05
4,154	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	6.4032498e-05