Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T20:45:30.774829Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2412.05498.
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 2026-08-11T20:45:30.774829Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:01:19.276969Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:01:20.347430Z
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3783b503-731b-4e7e-b7e4-43c3329da23b · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Adap- tive memory broad learning system for unsupervised time series anomaly detection,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0605f172-362d-4242-95ba-d0b736fc405f · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d72c3efb-8c0a-4461-aba9-c8272e8a371e · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d3a0304-4a38-421f-b921-5f8314edcaaa · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Dcde- tector: Dual attention contrastive representation learning for time series anomaly detection,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation daa0c83b-3653-4ffd-aea3-17b652dd52fb · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Insightful simplicity: Dissimilarity in time series anomaly detection,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28412cb3-6563-484c-a1ef-13716bd05082 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Simad: A simple dissimilarity-based approach for time series anomaly detection,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation de8925a3-6d72-440d-a9f2-dff1fc61ba3b · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Zhong, Z
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 702bcaa1-2da0-4f39-a90c-353f484a202a · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9711058b-e9cb-4d14-8c4b-dc242b4ccceb · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3da0994b-798f-4ecf-b4b1-7ad90b74201e · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Are transform- ers effective for time series forecasting?
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 254794e6-4a6c-4115-b52f-c34922f91c31 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Position: Quo vadis, unsupervised time series anomaly detection?
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4084bc34-b67d-409d-8028-a9221140c8f0 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Estimating the support of a high- dimensional distribution,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c7241718-f47b-4558-9f4d-f4a6538199f3 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Isolation forest,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51690d18-fc25-4f30-aa94-75faf6fec736 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Lof: identifying density-based local outliers,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b9f8837-cfe7-44ef-a346-a8c491041b15 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Efficient algorithms for mining outliers from large data sets,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4581681-c4c9-45df-b329-106b3a24bbb4 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Deep learning for anomaly detection in time-series data: Review, anal- ysis, and guidelines,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0cb353fa-8d14-4433-943d-2f0ca4988534 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Broad learning system: An effec- tive and efficient incremental learning system without the need for deep architecture,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 41bca212-1108-4293-bee8-1f02eff41117 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c23b1a9a-d9ca-47a9-b27a-8cdd315afeed · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Learning to Embed Time Series Patches Independently
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd443638-211b-43c7-bbe3-77a17d9a3d01 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Sparse coding with an overcomplete basis set: A strategy employed by v1?
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c85a045e-58ec-4ade-b557-c11e9a9e1cca · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Re- search of broad learning system,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7a892ece-98b3-4c97-832e-14d25434b830 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Sensitivehue: Multivariate time series anomaly detection by enhancing the sensitivity to normal patterns,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6c8cc6ce-efd7-4113-9570-73051aa5ca10 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Detecting spacecraft anomalies us- ing lstms and nonparametric dynamic thresholding,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00346680-43d0-49fb-824f-9a9accbe74e1 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System The soil moisture active passive (smap) mission,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e1d157f3-6ea8-4f77-998f-b052ff15ecb1 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System A dataset to support research in the design of secure water treatment systems,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 42e17b54-cdb3-4c60-8da3-d365ce360945 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Wadi: a water distribution testbed for research in the design of secure cyber physical systems,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fedf2c24-f00e-4e4c-a042-2d1000bad289 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Practical ap- proach to asynchronous multivariate time series anomaly detection and localization,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3c23557-3410-4fd1-b4e8-31c55a2eec0d · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Daemon: Unsupervised anomaly detection and interpretation for multivariate time series,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5de66a28-cd17-4afd-8845-120bec751df6 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bef9da80-ff37-40e6-8963-4feace0a9a0d · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Learning multi-pattern normal- ities in the frequency domain for efficient time series anomaly detection,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ae402d1f-861d-4bda-87a7-5de18f613102 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Temporal-frequency masked autoencoders for time se- ries anomaly detection,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4edad7ce-d1ff-4765-a7f6-27c179690361 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Ecod: Unsupervised outlier detection using empirical cumulative distribution functions,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 2decd2d1-a80f-49ed-9c39-55df457b0e54 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Deep one-class classification,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1db85772-305b-4bbd-8f92-87024e909614 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Usad: Unsupervised anomaly detection on multivariate time series,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbe9fcbd-3e87-4427-bf9d-be8d8fe44730 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Fits: Modeling time series with 10k parameters,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8f903e39-3a04-499e-946b-7a5e62193f19 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c26f678a-57d7-49a6-8a2c-0568a560408c · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System One fits all: Power general time series analysis by pretrained lm,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6c42c06f-a356-4260-a0f2-59e929ded985 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Calibrated one-class classification for unsupervised time series anomaly detection,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a5cd1db2-0963-4a42-8fe4-def82cd7b240 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System Long short term memory networks for anomaly detection in time series
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ecd2675c-b29d-4d2d-ac17-1b5e27a51ee3 · outbound
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System The elephant in the room: Towards a reliable time-series anomaly detection bench- mark,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 91a485f3-a74d-4829-9a61-2b0e65833487 · inbound
CCE: Confidence-Consistency Evaluation for Time Series Anomaly Detection A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.