Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T23:42:42.757427Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2509.06419.
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 2026-08-04T23:42:42.757427Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 42d66948-30c6-4b26-beac-2212c249472e · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f626623f-6fe9-4da3-811f-5026544d020a · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep one-class classification,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a738dd35-8bb5-44cc-99cf-44438a252eca · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep contrastive one-class time series anomaly detection,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 68f9ef5a-44f2-428c-8c8b-2b57f247a43b · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep autoencoding one-class time series anomaly detection,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2bdf6d34-deb0-44c6-8b22-834091910497 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 642b6518-98e9-460d-a81c-82a9450a197a · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep anomaly detec- tion with outlier exposure,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9be41735-de13-450d-a076-9e489bb8bb77 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Cutpaste: Self-supervised learning for anomaly detection and localization,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d38c6a36-1c3c-477c-b688-dc0cb381f5ec · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep Semi-Supervised Anomaly Detection
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46ada269-59d2-4eff-8a8e-0674b93ab553 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Neural contextual anomaly detection for time series,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0db1f24e-3329-4619-90ac-d4d0e5768b46 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 42bf9646-ff11-49f6-ac97-9bb741a4e741 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Revisiting time series outlier detection: Definitions and benchmarks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8f2b77b5-2e84-4417-bffd-5e9b2f6fc82a · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Detecting spacecraft anomalies using lstms and nonparametric dynamic thresholding,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6313dc5d-7ec5-4baa-b693-46d019ebe263 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Cutaddpaste: Time series anomaly detection by exploiting abnormal knowledge,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0b1d487e-0297-4ae2-91fe-43ec0040a567 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep learning for anomaly detection: A review,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation db4b8e3e-647c-46ba-a76f-24eaddce6d79 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Unsupervised anomaly detection with generative adversarial networks to guide marker discovery,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 287a5f6c-6334-4570-8235-acd0811042dd · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Gan-based anomaly detection: A review,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d1cfd72b-841e-48bf-8cca-f71ee5a99976 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Deep autoencoding gaussian mixture model for unsupervised anomaly detection,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e4f0e277-9163-4a61-964d-a3776a11de37 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Learning and evaluating representations for deep one-class classification,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 996ee4ad-e8ca-4eb5-9363-703d3dca51fe · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Genias: Generator for instantiating anomalies in time series,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdb52951-b627-4697-b3e6-b5bae1ca91df · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Robust and explainable detector of time series anomaly via augmenting multiclass pseudo- anomalies,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3df970fe-de84-440c-bc49-1e9114d9d847 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Rethinking Assumptions in Deep Anomaly Detection
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 56cf560e-d3ca-421a-ac12-bc44b0a9df79 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments mixup: Beyond Empirical Risk Minimization
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc8c888e-bfd5-4efa-bfe8-68926f6e0694 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Cutmix: Reg- ularization strategy to train strong classifiers with localizable features,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 660444e6-9c79-4895-8053-186c7248e0af · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Snapmix: Semantically proportional mixing for augmenting fine-grained data,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4da28050-ccc0-4718-b8da-7fdb2bd454d1 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Smoothmix: Training confidence-calibrated smoothed classifiers for certified robustness,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a63dd7b-57bf-49c8-a2ba-c7c6f3c6a1ce · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Manifold mixup: Better representations by interpolating hidden states,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0a6007f4-ea9a-4ef0-a199-3f729b0441ad · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Finding order in chaos: A novel data augmentation method for time series in contrastive learning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 778b6d2a-2871-4dfa-abd9-f3624dcf95ad · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63b44aa5-0685-466a-b240-c77a43241d51 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Current time series anomaly detection bench- marks are flawed and are creating the illusion of progress,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3d5442ba-2538-401c-8457-46ec00fd4849 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Evaluating real-time anomaly detection algorithms–the numenta anomaly benchmark,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 535f180b-8871-46a4-9215-c55d321108d4 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments S5 - a labeled anomaly detection dataset, version 1.0 (16m),
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 080e85c0-6470-4e11-92a3-fde14a85145c · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Robust anomaly detection for multivariate time series through stochastic recurrent neural network,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e22b41c9-270e-471a-8c73-7b519fba700f · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments The 1st match for aiops,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 61bb3ec3-4a88-4a3e-b367-58e6d032b68e · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Swat: A water treatment testbed for research and training on ics security,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 086c9c56-8793-445f-bd9e-6753b0b45232 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Wadi: a water distribution testbed for research in the design of secure cyber physical systems,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b260b234-7fea-4f87-9ee2-ba8530229b6b · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 128e3afe-00b6-4ecf-b1fb-daa1d91d5280 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Unsupervised anomaly detection via variational auto- encoder for seasonal kpis in web applications,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 908f3d8e-b0fd-44d7-88b2-c333ce7388c5 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Towards a rigorous evaluation of time-series anomaly detection,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 933fcd9e-822b-427b-a9cc-bf6d84f0fce1 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Local evaluation of time series anomaly detection algorithms,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 286c5688-d7f7-4599-bf03-4db7339d9a29 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Support vector method for novelty detection
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5c03d91c-dc6f-4025-b52b-1f3270c9f1e1 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Isolation-based anomaly detection,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 010a90f4-eb21-4445-995f-bd7df21c94b6 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Robust random cut forest based anomaly detection on streams,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c52fbfb3-dd2b-445a-8eba-bce784589db4 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Time-series anomaly detection service at microsoft,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6d709677-7ab8-446b-a357-879c2c99221b · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Matrix profile xxiv: scaling time series anomaly detection to trillions of datapoints and ultra-fast arriving data streams,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d600aa8b-f3ce-4776-b538-3c0b052460c8 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Time-series representation learning via temporal and contextual con- trasting,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 76a771b3-634d-4c9c-8478-3dd4411b9880 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Anomaly transformer: Time series anomaly detection with association discrepancy,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1561c1be-527a-4ebb-b7af-1a3d609d7555 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Mixmamba: Time series modeling with adaptive expertise,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4ac0db97-b850-4d28-8bf3-e80f2964e8df · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Beyond sharing: Conflict-aware multivariate time series anomaly detection,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f6ebec6e-6d59-4087-b8b0-6b4841b9b0a3 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Sensitivehue: Multivariate time series anomaly detection by enhancing the sensitivity to normal patterns,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f3a89861-60e0-4636-ba5d-8a9ed74d3933 · outbound
CAPMix: Robust KPI Anomaly Detection for AIOps in Noisy and Dynamic Environments Merlion: A Machine Learning Library for Time Series
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.