Database Paper Browser

Back to papers

ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection

Summary: ImDiffusion uses diffusion-model imputation to capture temporal and cross-variable dependencies for robust multivariate time-series anomaly detection. It leverages intermediate denoised outputs as anomaly signals, yielding SOTA accuracy/timeliness and +11.4% F1 in Microsoft production. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13567
Venue
VLDB
Year
2024
Pagerank
5.3308813e-05
Overall Rank
5,777 | 59.82%
DOI
10.14778/3632093.3632101

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
10,128 WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models 2026 SIGMOD 4.1945683e-05
10,211 SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning 2026 SIGMOD 4.1945683e-05
10,744 DIM-SUM: Dynamic IMputation for Smart Utility Management 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
11,068 Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities 2024 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

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
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013032074
1,634 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00011058945
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,139 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4640037e-05
2,290 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0934125e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
2,644 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3832357e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
5,468 Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles 2022 VLDB 5.4902013e-05
6,116 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.2039218e-05
6,448 Sintel: A Machine Learning Framework to Extract Insights from Signals 2022 SIGMOD 5.0587973e-05
7,182 TimeEval: A Benchmarking Toolkit for Time Series Anomaly Detection Algorithms 2022 VLDB 4.8072409e-05
8,083 A New Distributional Treatment for Time Series and An Anomaly Detection Investigation 2022 VLDB 4.5903492e-05
9,294 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.3608061e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
10,738 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1945683e-05
10,128 WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models 2026 SIGMOD 4.1945683e-05
6,423 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0670573e-05
11,094 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1945683e-05
2,290 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0934125e-05
10,876 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.1945683e-05
10,569 Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains 2025 VLDB 4.1945683e-05
6,440 An Experimental Evaluation of Anomaly Detection in Time Series 2024 VLDB 5.0603878e-05
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013032074