Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:10:41.140360Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2507.05284.
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 2026-08-06T20:10:41.140360Z
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
30 of 30 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c2d1ae0d-e929-4e1c-937e-a7dbbf675f37 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Interpretable weather forecasting for worldwide stations with a unified deep model,
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 74ddda0f-8708-4400-8755-70ca890c3e33 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Skilful nowcasting of extreme precipitation with nowcastnet,
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 d022e2b3-1500-46e6-960f-89dfadd2b8cf · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Forecasting day- ahead electricity prices: A review of state-of-the-art algorithms, best practices and an open-access benchmark,
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 9588fc67-bc65-4f8b-a628-827c9a53e104 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Electricity price forecasting: A review of the state-of-the-art with a look into the future,
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 6a52d632-9bd1-4d2a-8256-1030f34b0601 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Financial Time Series Forecasting using CNN and Transformer
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a805d0e-5bc0-48eb-8863-d6d70cde005a · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Traffic flow prediction with big data: A deep learning approach,
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 750c825a-34fc-4124-9fb1-b1162691b658 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Comparison of sarimax, sarima, modified sarima and ann-based models for short-term pv generation forecasting,
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 c9e670da-8974-4676-992a-24a9318819d1 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Timexer: Empowering transformers for time series forecasting with exogenous variables,
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 22ac5460-034d-4671-b009-f798838343b5 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Multivariate vehicular traffic flow prediction: evalua- tion of arimax modeling,
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 500bd26e-d19e-497f-ab0a-642700dfcece · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Long-term Forecasting with TiDE: Time-series Dense Encoder
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 842cef72-924f-4752-84a0-dcc361fbf82a · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e588260-f588-45cb-b440-5858594dac53 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Informer: Beyond efficient transformer for long sequence time-series forecasting,
Reference 12
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 7daf9321-1783-4467-bae0-ba8e4037f10e · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction En- hancing the locality and breaking the memory bottleneck of transformer on time series forecasting,
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 9dc4860a-2230-4a70-8f6d-8c9b5743254e · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Timesnet: Temporal 2d-variation modeling for general time series analysis,
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 323acbc9-c149-4a0c-9a73-cb3326ace688 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 578c2235-e822-4532-9b51-d51b64908887 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6ad406f-c9a0-4e58-a668-1cd0d51597a1 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Swin transformer: Hierarchical vision transformer using shifted windows,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65f28dbf-f615-474c-bc52-4913a12ca63a · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Autoformer: Decomposition transformers with Auto-Correlation for long-term series forecasting,
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 31f234a9-8d81-41f5-824b-cc24418560d1 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,
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 a509e00f-b6ae-4ba0-b36e-be29a4b1a6b4 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,
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 f1910981-bce8-49e2-86b5-528528590d94 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Simmtm: A simple pre-training framework for masked time-series modeling,
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 6e62ea7f-84df-409e-af73-548d1dd125aa · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction A time series is worth 64 words: Long-term forecasting with transformers,
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 538ee276-a0e4-4790-806c-180eb9199d1a · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Neural basis expansion analysis with exogenous variables: Forecasting electricity prices with nbeatsx,
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 93b993ed-6569-4e43-ae2d-17b3737092c3 · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Attention is all you need,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcf46c20-30c2-47c0-9dde-10a84037c30d · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e43ebfa3-a3fc-4af0-905f-d67d100d70da · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9b5cb9cf-5c60-48ec-a7e7-7d73e855729c · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Are transformers effective for time series forecasting?
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 12c47086-8639-4d09-bf28-b03827b87cde · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Scinet: time series modeling and forecasting with sample convolution and interaction,
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 f4012e22-1795-4ba0-9c1f-9be0d0ff0b9d · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Koopa: Learning non-stationary time series dynamics with koopman predictors,
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 2e2124c5-3a24-40cd-b8a8-91fe8c89d87a · outbound
Temporal Window Smoothing of Exogenous Variables for Improved Time Series Prediction Adam: A Method for Stochastic Optimization
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.