Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T15:58:14.816685Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2501.13989.
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 2026-08-10T15:58:14.816685Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 39b6d3e5-e40c-4c28-86ea-20fda361a729 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Chronos: Learning the Language of Time Series
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b7a8c7c-f6aa-4727-ab6d-7cd13e449c35 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e673e8ea-4021-4058-9cb2-745846256815 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Tamp-s2gcnets: coupling time-aware multipersistence knowledge representation with spatio-supra graph convolutional networks for time-series forecasting
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3a4cc436-177d-4f1d-b6f9-c54c38cedb51 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Long sequence time-series forecasting with deep learning: A survey
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bbf5589f-c94b-4c87-af39-3a3130d05ff0 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Flashattention: Fast and memory-efficient exact attention with io-awareness
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 252343b7-fd31-413a-83bc-bc56b2bd6960 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting A decoder-only foundation model for time-series forecasting
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad6c7bea-9a62-4336-ba0d-bed03d929136 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53c79134-c298-4887-9131-a99b1d8ae533 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a318d438-a8ef-49ae-aa89-5e5c37ad312d · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Moment: A family of open time-series foundation models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0e1d99da-6728-4c40-b329-a596d5d27b46 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7e6542f-243e-4fb2-a091-788ed0c33a16 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Flatten transformer: Vision transformer using focused linear attention
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d22e788a-26b5-4ca0-b4db-43d512a119a0 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting The capacity and robustness trade-off: Revisiting the channel independent strategy for multivariate time series forecasting
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 84f36b50-84ef-4e0f-84ec-7918bfe4ca42 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Catn: Cross attentive tree-aware network for multivariate time series forecasting
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5013d3f7-75ee-47b0-926f-a6436cc7e08d · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Matrix analysis
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 214d42ce-21f2-4286-b074-cf37c6c2d195 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Time-llm: Time series forecasting by reprogramming large language models
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 57a6bf57-2e57-4292-979a-94bc69597a92 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Reversible instance normalization for accurate time-series forecasting against distribution shift
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 66a1b42a-1ec8-4739-9e18-c7e3c51e265a · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Kingma and Jimmy Ba
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 02b28dcf-ab9b-4381-bf7e-00513001a2f1 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Reformer: The Efficient Transformer
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62c07311-890e-4773-bdaa-ed3523320668 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Predict, refine, synthesize: Self-guiding diffusion models for probabilistic time series forecasting
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 215a3597-f438-4ddf-89a0-8bf274e79a9b · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Modeling long-and short-term temporal patterns with deep neural networks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2ab503ea-5f6c-4eee-934f-02eaa7125cb5 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c8e49dd-f3f9-4936-804d-291ce085c7c1 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Swin transformer: Hierarchical vision transformer using shifted windows
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 147b1a7a-be89-43cd-b965-f907ccee9eb2 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Scinet: Time series modeling and forecasting with sample convolution and interaction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1c460691-55d9-4923-a912-b19f1af9b029 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c5b44c72-9409-4807-9bbc-18fc69e1e317 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Non-stationary transformers: Exploring the stationarity in time series forecasting
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d56db667-6085-4d4a-b9ac-f0a0c625a172 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting itransformer: Inverted transformers are effective for time series forecasting
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 661ca523-6a9e-4959-907a-6c5adca1c0c2 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Timer: Transformers for time series analysis at scale
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 550396e1-ab32-4161-8ba8-49f2f9b77255 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Algorithms for discrete Fourier transform and convolution
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ac245be6-ebe7-49d4-a4d9-41c4d9fee896 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f33cfddd-4ce3-409e-a0c2-579d6b7df152 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Signals and systems
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7b780085-b469-4b49-8c0c-74884887703b · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Pytorch: An imperative style, high-performance deep learning library
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8765e8e0-b4b2-4138-ab1a-28fc4683b502 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Fredformer: Frequency debiased transformer for time series forecasting
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1ddcbeab-150f-4934-b3a8-eb19b56a3ce8 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Deepar: Probabilistic forecasting with autoregressive recurrent networks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ef7bfcee-a9f3-432b-8a20-f3aad3d41398 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Laser: Attention with exponential transformation
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 28cc0f90-8dd7-4261-8717-69ebfa3cfd64 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Attention is all you need
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d19918a5-0123-46be-b062-d6a44b67d250 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting FreDF: Learning to Forecast in the Frequency Domain
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43b394b2-2200-4840-a940-84f0cc7cf05a · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Zhang, and Jun Zhou
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 719ece11-2aa3-4328-9efe-5ca545298231 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Card: Channel aligned robust blend transformer for time series forecasting
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 59437a9e-ca21-4dca-af87-acc8ec14392b · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Unified training of universal time series forecasting transformers
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5d4e01b7-058d-4741-bec4-cfaa1eb50425 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 80c20035-173a-4a42-a75c-16747b04ce08 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Flowformer: Linearizing Transformers with Conservation Flows
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c776d71d-85d2-44b7-b563-0a26f68d72ea · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Timesnet: Temporal 2d-variation modeling for general time series analysis
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 71f13b94-c418-44af-9754-e68439724677 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Interpretable weather forecasting for worldwide stations with a unified deep model
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d5ca74f1-74dc-45d7-ae55-cc931c2746ef · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting o mformer: A nystr \
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e896ad3b-9125-4eee-a08d-a495b2a35cd6 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting FITS: Modeling Time Series with $10k$ Parameters
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26e06094-3cc6-4742-9438-cc316d6b5487 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Frequency Adaptive Normalization For Non-stationary Time Series Forecasting
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cd10e66-f2a5-4914-9921-e8324c42fda5 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting A Survey on Deep Learning based Time Series Analysis with Frequency Transformation
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95be8e81-1573-4a8b-b977-36e77b3404c6 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting FilterNet: Harnessing Frequency Filters for Time Series Forecasting
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9aebd47e-6e83-41c6-b786-ce0de8946373 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Fouriergnn: Rethinking multivariate time series forecasting from a pure graph perspective
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bbff9609-d200-48d0-a469-5360b0c0f925 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Frequency-domain mlps are more effective learners in time series forecasting
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 442b0490-1551-489c-b0dd-256e75805607 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Revitalizing multivariate time series forecasting: Learnable decomposition with inter-series dependencies and intra-series variations modeling
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f74af6d8-b593-4fc3-adf4-5016cf91c67c · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Sub-adjacent transformer: Improving time series anomaly detection with reconstruction error from sub-adjacent neighborhoods
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b9f13caa-872d-45ad-8f8b-1ee88263c256 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Are transformers effective for time series forecasting? In AAAI , volume 37, pages 11121--11128, 2023
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d28630bc-3a7a-424d-ad1c-75e2e7964a1b · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 97c8ca4e-bdc4-4132-b3c9-9564e1002c56 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Informer: Beyond efficient transformer for long sequence time-series forecasting
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0dc25275-249c-4fe6-a064-bef431089d30 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Film: Frequency improved legendre memory model for long-term time series forecasting
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3baf2a62-907d-4652-a04b-ca4b838cb828 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ac96a502-b2e7-4474-80aa-929b26dea821 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting One fits all: Power general time series analysis by pretrained lm
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f76b3284-8df2-41d8-88a9-90d07a7c6307 · outbound
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting write newline
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.