Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:46:45.722785Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2507.07559.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:46:45.722785Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e94095cd-c98a-4f41-b9fd-ce287469b3bf · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Unsupervised anomaly detection algorithms on real-world data: how many do we need?,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 34216475-3104-444a-ae10-25a32e907888 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Real time anomaly detection and categorisation,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fa4d8c26-b3fb-4ac1-a4aa-eed73fcc1a09 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A review on soft sensors for monitoring, control, and optimization of industrial processes,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e30364fb-299e-4486-8c83-b2c5decf2c2f · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Jeschke, C
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 17c03640-b968-4090-a6c6-41917be1d058 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Real-time deep anomaly detection framework for multivariate time-series data in industrial IoT,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6278de6d-a058-442e-8c9b-ddcda6eae183 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Internet of things in the context of industry 4.0: An overview,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7e54a8ed-a905-4d2d-b74c-b809062491c5 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Smart factory of industry 4.0: Key technologies, application case, and challenges,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a06c4177-87d1-4ddd-8d47-c1be466f12a3 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Enabling industrial IoT as a service with multi-access edge computing,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a858584c-605c-4258-ad25-fee02786e5fe · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Towards communication-efficient and attack- resistant federated edge learning for industrial internet of things,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ebf0fbd2-c619-4e4d-a20b-25bd703d9688 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series ADBench: anomaly detection benchmark,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 81bab5f7-9027-4f58-aac8-b97c2f036707 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Unsupervised real-time anomaly detection for streaming data,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2e87fa1-07f2-4fd0-a172-fb2d33e0d6d5 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Dive into Time-Series Anomaly Detection: A Decade Review
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81aaa4e7-e12d-42ce-96c8-a799e9bd4f63 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A comprehensive survey of numeric and symbolic outlier mining techniques,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae36a000-f995-4f72-b2e0-10ebf5845e4c · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Big IoT data analytics: architecture, opportunities, and open research challenges,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a81e1b70-d0b6-4b9d-b348-0d942e3f20c0 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A review of deep learning models for time series prediction,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b18f418d-2ed8-41db-a981-e939699c4c44 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series 25 years of time series forecasting,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8d18243d-d1d5-4e2c-b249-270ee37f062f · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Algorithms for mining distancebased outliers in large datasets,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 66c2d23e-090f-4987-abfe-c23b8cde9d79 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Distance-based outliers: algorithms and applications,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 48e5b205-256b-444c-a0d5-57ec0f83470b · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Efficient algorithms for mining outliers from large data sets,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae9ab0c7-62ea-4e70-ae24-6777c99a747a · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A comprehensive survey of anomaly detection algorithms,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2db87cf-a50e-45be-a475-ae9eb5af7fb8 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series LOF: identifying density-based local outliers,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ce345d94-ff26-414d-8994-ae0073a5b6fd · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Enhancing effectiveness of outlier detections for low density patterns,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 63b8c1d1-f4e3-4871-ad50-766f578cb03d · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Anomaly detection: A survey,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2f6dbca5-c802-43f2-a806-62167799d87f · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Deep one-class classification,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cf713490-caf2-4846-be2b-0ac842b0eefc · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A review of tree-based approaches for anomaly detection,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 74c47254-b3ac-4976-9616-5b84afe128b5 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Unsupervised anomaly detection for IOT-based multivariate time series: Existing solutions, performance analysis and future directions,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1c9ded8a-ff30-4958-b299-25ab82806662 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Isolation forest,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7ddd9ae-a9d9-413a-91eb-6584587a71cf · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Extended isolation forest,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46bff962-3942-4a67-870e-5d6b2ce50caa · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a630c719-cb43-4574-81c5-1cdf85287340 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Minimal infrequent pattern based approach for mining outliers in data streams,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9ce4d43d-0a22-4d49-91dc-12a9815d69d9 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Mifi-outlier: Minimal infrequent itemset-based outlier detection approach on uncertain data stream,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 60b7192a-64e7-4168-81f7-78866596ec24 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series On-line anomaly detection with high accuracy,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 83eb1551-b28d-4825-ba5a-193277b92a64 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Anomaly detection via online oversampling principal component analysis,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 92b62082-7213-43d3-876a-63e7034f486e · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Threaded ensembles of autoencoders for stream learning,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 994c3a4f-200c-4409-81d1-d5c54a2aec76 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Sliding window-based fault detection from high-dimensional data streams,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 619ced63-c03b-4091-9eeb-64d0c6bdb611 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Schubert, Generalized and efficient outlier detection for spatial, temporal, and high-dimensional data mining
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3789515a-1ba1-4e94-979c-d7614aa3c804 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A survey of outlier detection in high dimensional data streams,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8a9f5e7e-c181-4785-9944-88ab42f53c19 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A fast algorithm for the minimum covariance determinant estimator,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 52aa116f-3763-4952-abe9-5d30ab133021 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Constrained Parameter Inference as a Principle for Learning
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation da98ca41-108e-4aa0-a860-9a99f119ac0a · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Correlations Are Ruining Your Gradient Descent
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cc8bb8b-251c-4229-a380-0ebdefc15687 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Machine learning-based real-time anomaly detection using data pre-processing in the telemetry of server farms,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d0511b9c-9973-48bc-b2b2-814de357ee05 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series The effect of hyperparameter tuning on the comparative evaluation of unsupervised anomaly detection methods,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a76dc74-31ee-4192-8bf6-5b88d8971d7f · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Detecting semantic anomalies,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8d042e88-79b1-4a27-b7e7-0af380b20680 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Pidforest: anomaly detection via partial identification,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8c60928e-2441-4bb3-b534-f5939381d014 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Temporal anomaly detection: calibrating the surprise,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0764c098-a85b-4de0-af10-cdb576cbe042 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Benchmarking unsupervised outlier detection with realistic synthetic data,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8733819f-008a-40a7-aab8-5d7f22e7251e · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series One-class active learning for outlier detection with multiple subspaces,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4bc7d6d9-fd78-425f-96c0-894556538265 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Active learning of SVDD hyperparameter values,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 91c1f9f1-a265-4d01-a1e7-41e8463853d1 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d06e31ad-41d2-46ca-8eeb-148e29971a01 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Pattern-based anomaly detection in mixed-type time series,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 06422bbb-b940-48f8-8666-afe58717ba9f · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Deep anomaly detection using geometric transformations,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9e3fe93c-3f3f-475b-a8b4-f089eadcefc0 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Multi-view anomaly detection via robust probabilistic latent variable models,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2275c5ad-7399-47b8-bf10-b07eda50acd2 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Deep Semi-Supervised Anomaly Detection
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39f28995-9b49-4357-bec8-ea4078bbdcd9 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series EWMA model based shift-detection methods for detecting covariate shifts in non-stationary environments,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d2311a6-9bbf-4553-bfa0-4e9278b074e7 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Unsupervised detection of covariate shift due to changes in EEG headset position: Towards an effective out-of-lab use of passive brain–computer interface,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5a5ad30c-961e-4a98-a12b-d37cde7e7f52 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Evaluating latent space robustness and uncertainty of EEG-ML models under realistic distribution shifts,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8f3c86f3-0fe4-4bb8-bf0f-6c24ad637b2c · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Damadics benchmark
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 090957f8-6289-43b1-9733-83676bfc7452 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A comparative evaluation of unsupervised anomaly detection algorithms for multivariate data,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0bb98f59-e6dd-49bf-9b88-c6a43d98107b · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series A comparison of outlier detection techniques for high-dimensional data,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6beb8801-5d3f-4db4-bb94-5e3ca23c30f9 · outbound
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Pyod: A python toolbox for scalable outlier detection,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.