Paper Citation Record · LEDGER

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2201.12740.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2201.12740 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:37:39.555439Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-10T10:57:05.506760Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6e075c31-e994-4393-8f57-6da1526df885 · inbound

Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions cites this paper.

Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T15:37:39.555439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e735ce77-b52f-4152-9015-9e2e297eff42 · inbound

Additive decomposition of one-dimensional signals using Transformers cites this paper.

Additive decomposition of one-dimensional signals using Transformers FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T10:19:18.613727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc98882c-331d-4539-8264-5c85e0f7ccc3 · inbound

Towards Foundation Auto-Encoders for Time-Series Anomaly Detection cites this paper.

Towards Foundation Auto-Encoders for Time-Series Anomaly Detection FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:11.683938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14186e64-dc8f-4421-b13a-3236c398d890 · inbound

Time Series Foundation Models for Multivariate Financial Time Series Forecasting cites this paper.

Time Series Foundation Models for Multivariate Financial Time Series Forecasting FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T18:49:24.233714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56eb9c09-becb-493f-9565-1c3cca3e7abc · inbound

Adaptive Fuzzy Time Series Forecasting via Partially Asymmetric Convolution and Sub-Sliding Window Fusion cites this paper.

Adaptive Fuzzy Time Series Forecasting via Partially Asymmetric Convolution and Sub-Sliding Window Fusion FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T13:29:15.361297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d81b3a-ad5f-44e8-98c8-c2198357d880 · inbound

XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting cites this paper.

XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T10:15:45.770814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 751cf5f1-78d8-4534-99d1-0b5122fd4e0d · inbound

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis cites this paper.

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 55

Resolution: malformed identifier; arxiv_id, observed 2026-05-21T20:24:21.552747Z

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 bfeb2286-44fc-4ba4-8f19-1904c0bb75f6 · inbound

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis cites this paper.

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 55

Resolution: malformed identifier; no resolver link, observed 2026-08-04T11:15:47.552045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533041c2-78b8-40bd-bd9c-c65ee218d3a7 · inbound

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis cites this paper.

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:39:03.440950Z

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 ac9c41d7-fe14-4fcd-a3dc-05047a5aa821 · inbound

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis cites this paper.

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:20:29.068952Z

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 4d39d094-264e-4e3b-9d06-851784ba3955 · inbound

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis cites this paper.

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T20:16:42.933587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1dba0e0-0bf9-4a33-bb5a-bad9200a76c1 · inbound

Neural CDEs as Correctors for Learned Time Series Models cites this paper.

Neural CDEs as Correctors for Learned Time Series Models FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:28:41.049646Z

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 b36f97cd-59f0-45db-a61d-fb5909f6e5ef · inbound

Beyond Similarity: Temporal Operator Attention for Time Series Analysis cites this paper.

Reference 34

Resolution: malformed identifier; arxiv_id, observed 2026-05-13T02:47:07.740804Z

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 76ab7e2d-e7b2-423a-a73d-c53e1107f989 · inbound

Beyond Similarity: Temporal Operator Attention for Time Series Analysis cites this paper.

Reference 34

Resolution: malformed identifier; arxiv_id, observed 2026-07-01T14:15:46.512411Z

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 8521bd6c-60e5-4750-aacf-56673cd94451 · inbound

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs cites this paper.

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:16:12.855554Z

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 2d4f4d67-3b06-4718-83f4-8fe1b6ae297d · inbound

Signed Dual Attention: Capturing Signed Dependencies in Time Series Forecasting cites this paper.

Signed Dual Attention: Capturing Signed Dependencies in Time Series Forecasting FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:26:45.537233Z

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 b0388bac-9bcf-47d2-aed6-61b39bdbaf47 · inbound

SPDM: Geometry-Modulated State Space Modeling with Manifold Constraints for Time Series Forecasting cites this paper.

SPDM: Geometry-Modulated State Space Modeling with Manifold Constraints for Time Series Forecasting FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:57:23.408788Z

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 24c23e6e-d57c-48e4-9bb0-1ea89093bb83 · inbound

Exogenous Dropout: A Simple, Strong Baseline for Corruption-Robust Time Series Forecasting with Covariates cites this paper.

Exogenous Dropout: A Simple, Strong Baseline for Corruption-Robust Time Series Forecasting with Covariates FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T19:41:55.651993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb283eec-eb64-49f4-b9f1-ebe8484fec62 · inbound

RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting cites this paper.

RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-10T10:57:05.508075Z

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.