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TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data

Summary: TranAD applies attention-based Transformer encoders to multivariate time-series anomaly detection and diagnosis, combining focus-score self-conditioning with adversarial training for robust, fast inference. MAML enables data-efficient learning, outperforming baselines by up to 17% F1 while cutting training time 99%. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hdd8b70aa0dbc59e2
Venue
VLDB
Year
2022
Pagerank
9.7439205e-05
Overall Rank
1,740 | 88.31%
DOI
10.14778/3514061.3514067

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{tuli_vldb22,
        title = {{TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data}},
        author = {Tuli, Shreshth and Casale, Giuliano and Jennings, Nicholas R.},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {6},
        pages = {1201--1214},
        doi = {10.14778/3514061.3514067},
        url = {https://doi.org/10.14778/3514061.3514067},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
3,072 BigST: Linear Complexity Spatio-Temporal Graph Neural Network for Traffic Forecasting on Large-Scale Road Networks 2024 VLDB 7.6794594e-05
4,351 Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity 2024 VLDB 6.642803e-05
5,559 ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection 2024 VLDB 6.0849722e-05
6,268 An Experimental Evaluation of Anomaly Detection in Time Series 2024 VLDB 5.8295994e-05
6,285 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.8230714e-05
7,641 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 5.4772833e-05
7,763 OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting 2023 VLDB 5.456536e-05
8,077 Billion-Scale Bipartite Graph Embedding: A Global-Local Induced Approach 2024 VLDB 5.3942942e-05
9,564 Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains 2025 VLDB 5.1571823e-05
9,567 TAB: Unified Benchmarking of Time Series Anomaly Detection Methods 2025 VLDB 5.1571823e-05
10,510 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,570 From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies 2026 SIGMOD 4.9793485e-05
10,687 SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning 2026 SIGMOD 4.9793485e-05
10,870 KAFY: An Extensible and Scalable Transformers-Based System for Trajectory Data Analysis 2026 VLDB 4.9793485e-05
11,075 MS-Index: Fast Top-k Subsequence Search for Multivariate Time Series under Euclidean Distance 2026 VLDB 4.9793485e-05
11,201 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 4.9793485e-05
11,249 Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach 2025 VLDB 4.9793485e-05
11,423 Large Language Models for Spatial Analysis Queries 2025 VLDB 4.9793485e-05
11,451 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.9793485e-05
11,594 DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series 2024 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,102 Elle: Inferring Isolation Anomalies from Experimental Observations 2021 VLDB 0.00012004972
1,544 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00010304574
1,629 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 0.00010036401
2,907 Real-Time Distance-Based Outlier Detection in Data Streams 2021 VLDB 7.8769563e-05
3,682 openGauss: An Autonomous Database System 2021 VLDB 7.1013922e-05
6,197 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.8527203e-05
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