Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:38:48.564913Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2501.07814.
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 2026-08-10T20:38:48.564913Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d4c96bb9-e1a1-4817-bd8f-912f1d4b4fe9 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Domain fusion cnn-lstm for short-term power consumption forecasting,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d6a83b64-0286-443f-ac5e-5356dda2c683 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Stock price forecast based on cnn-bilstm-eca model,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3be77fd2-6b75-4ed6-a952-490caad86b80 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Supply chain sales forecasting based on lightgbm and lstm combination model,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 02191e64-0d66-4b26-9565-7953173248c8 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Multivariate time series anomaly detection and interpretation using hierarchical inter- metric and temporal embedding,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e38a6ba7-7fe2-42f2-85d4-fb24c10337c2 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via St-norm: Spatial and temporal normalization for multi-variate time series forecasting,
Reference 5
Source-reported events for the cited work
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Observation 2e4bf352-2853-4534-8275-9db54f51165a · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Quality assurance using outlier detection on an automatic segmentation method for the cerebellar peduncles,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c5195122-8723-4b8a-a08b-3f2d85980433 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Outlier detection in weight time series of connected scales,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9d7dd927-77dd-4bb9-a7c1-5f8a093ec466 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd3c35f7-5dc8-41ba-8835-766a56da0d6f · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Bidirectional recurrent neural net- works,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7558c44-9092-40da-90ec-0a582d5c664d · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85cab1f6-3833-4292-beb0-99196bf8e6f2 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via WaveNet: A Generative Model for Raw Audio
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95c8fa27-de21-46d3-bb66-f57a04e3a8e8 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Modeling long-and short-term temporal patterns with deep neural networks,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 18724ef5-ee19-488e-9415-9cdc75736de2 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Convolutional lstm network: A machine learning approach for precipitation nowcasting,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1de50b3-f050-4462-9370-a1475a114cff · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 347b7d4c-5e5e-42dc-9146-196207683a3c · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Attention is all you need,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc69fc71-a3a0-4e0c-a47e-188db4732266 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Autoformer: Decomposition trans- formers with auto-correlation for long-term series forecasting,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cfb430b-00f9-424d-ab95-6d4b6fcf1eb7 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Preformer: predictive transformer with multi- scale segment-wise correlations for long-term time series forecasting,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0b64e223-3055-4366-967f-eea8cb8ac2c4 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0786bcbf-adfa-45d5-b42f-0fd54f03005d · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Informer: Beyond efficient transformer for long sequence time-series forecasting,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de878e93-d67c-47aa-934d-4b5904c33de0 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb03fd3f-2e6e-46c4-99d0-c6c62886565b · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Are transformers effective for time series forecasting?
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7724c0ec-ac78-4390-8b35-447fec453ec1 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07ed061e-baf7-4103-9a82-e4b7b351c3f0 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d38190c-7293-4e21-a8e9-642cc9c4dd5c · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Long-term Forecasting with TiDE: Time-series Dense Encoder
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a65d974c-b0dc-4ca2-b7e2-277b6085d749 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Con- necting the dots: Multivariate time series forecasting with graph neural networks,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a125dec1-fc3a-4bd3-9b5e-665566eea79b · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Spectral temporal graph neural network for multivariate time-series forecasting,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7d4705e9-cb29-465f-84cb-c7686fcbdbfc · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Graph WaveNet for Deep Spatial-Temporal Graph Modeling
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59d547c1-c0fa-48f8-a6e7-d21b918f8f7f · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Spatial temporal graph convolutional networks for skeleton-based action recognition,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48e13a66-a9cf-4ebf-862f-623934e32373 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via A review on outlier/anomaly detection in time series data,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3984e558-f479-4b14-a20d-f8a5d38b956d · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Detecting spacecraft anomalies using lstms and nonparametric dynamic thresholding,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b196a398-a8f2-4227-9502-c27ba5a83038 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Deepant: A deep learning approach for unsupervised anomaly detection in time series,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de2905e8-8ab4-489b-b741-9b8c905efd74 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Online learning of contextual hidden markov models for temporal-spatial data analysis,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 44d224bd-52a2-4c69-a594-a9c9efe96b98 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7468214f-e313-4b21-863c-d6457cac38b8 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ed6af6b-c200-4e3b-8519-8f41ddb2db71 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Robust anomaly detection for multivariate time series through stochastic recurrent neural network,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3fa0f4b-3a47-4f6e-b077-583cb61c782e · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via A deep neural network for unsupervised anomaly detection and diagnosis in multivariate time series data,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c7b58ee3-88d9-446a-af2b-e3117489b09d · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Multivariate time-series anomaly detection via graph attention network,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 31181618-b29e-48dd-a76f-13cd6f3d71bf · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Unsupervised anomaly detection with generative adversarial networks to guide marker discovery,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cba6377-48f9-4970-b61c-3fe9fee950eb · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Mad-gan: Multivariate anomaly detection for time series data with generative adversarial networks,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0f15b4c-90f7-4b76-a1c0-d5cee63dc065 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Tanogan: Time series anomaly detection with generative adversarial networks,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f0258b18-d604-46f9-a13a-a6f4559f4b92 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Usad: Unsupervised anomaly detection on multivariate time series,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e7cd7c58-16e7-45c7-997a-71fff4c5946e · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Daemon: Unsupervised anomaly detection and interpretation for multivariate time series,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2a353924-26d7-4361-bc19-562c0cd8a3d5 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Outlier detection and removal improves accuracy of machine learning approach to multispectral burn diagnostic imaging,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aea2d536-dc6d-4162-a0ed-5dc6e35c6ea2 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Automatic outlier detection for time series: an application to sensor data,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation db2f340c-f8b9-44df-9e6f-23ab29cc917f · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Automated load curve data cleansing in power systems,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation da1ffd68-60d5-4406-bd9b-1db654d82893 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Probabilistic reasoning for streaming anomaly detection,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7ebb73ba-9905-4435-b014-e5d457e95a5f · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Screen: stream data cleaning under speed constraints,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 71d9a8f6-ae28-40c7-8141-86b40abaea19 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Sequential data cleaning: A statistical approach,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ed4715ee-436b-42e1-87c9-d9a4ee58ebbc · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Semi-Supervised Classification with Graph Convolutional Networks
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2fbb69b-90c8-44d9-9aae-11b691b0a6ca · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via How Attentive are Graph Attention Networks?
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 909274a4-e5bc-4884-995a-636bb24bbf05 · outbound
STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Long short-term memory,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.