Pith. sign in

Paper Citation Record · LEDGER

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting

As of 8 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2507.09445.

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

pith.paper-citation-record.v1
2507.09445 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:01:28.369282Z

measured 58 of 58 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:32:16.651586Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:32:16.812167Z

Reference resolution

57 of 57 outbound references displayed

  • verified exact0
  • verified fuzzy38
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af90fe59-e8a2-4d9f-b7d0-48e9fa2839e6 · outbound

This paper cites Long short-term memory,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Long short-term memory,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:23.492366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:23.492366Z digest=sha256:59fb4644be9fb802b5cb576d4285bc40e2f41fe553088f752963b0dab8abbc1c

Observation b0e01c57-8d8f-465e-b564-1ddfa0b222f2 · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:23.539643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:23.539643Z digest=sha256:c2c30b081f59633d5cfad9b0c85621132d571f128b1ce760ba96070e58b9bc1a

Observation da93069f-cf43-4e45-a58c-fb18cb7050b3 · outbound

This paper cites Deep state space models for time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Deep state space models for time series forecasting,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:35.355171Z

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.

source=pdf_text observed=2026-08-06T18:01:23.635388Z digest=sha256:e57597dbe1fc6e94980380a6c371d64766b4eedac30c623362731900db8eef5b

Observation e0ae76fa-4c4a-4728-a278-c149939a2b16 · outbound

This paper cites Dilated recurrent neural networks,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Dilated recurrent neural networks,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:35.247165Z

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.

source=pdf_text observed=2026-08-06T18:01:23.702253Z digest=sha256:dfe4e2d9eb73c63cd34d4f45f0cc0bade2583cb43a83d439cc0984c93d04ae8f

Observation 2c51d0a3-524c-4229-abd8-db2b51940538 · outbound

This paper cites Impact of covid-19 pandemic on electricity demand in the uk based on multivariate time series forecasting with bidirectional long short term memory,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Impact of covid-19 pandemic on electricity demand in the uk based on multivariate time series forecasting with bidirectional long short term memory,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:35.132037Z

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.

source=pdf_text observed=2026-08-06T18:01:23.768926Z digest=sha256:5f2fc37af0037c61e329105a4feacab25dce023b7c83a4a4138cf7b38e270235

Observation eb473eda-f731-4c75-9145-0ca34c0cd988 · outbound

This paper cites Spatiotemporal attention for multivariate time series prediction and interpretation,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Spatiotemporal attention for multivariate time series prediction and interpretation,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:35.033753Z

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.

source=pdf_text observed=2026-08-06T18:01:23.834820Z digest=sha256:33e7c96b0c8d544c27003372056c0c0429a7183670c72ee8efcccb752fd09dbb

Observation 8419994a-3896-4182-abb7-273859fd8bf6 · outbound

This paper cites WITRAN: Water- wave information transmission and recurrent acceleration network for long-range time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting WITRAN: Water- wave information transmission and recurrent acceleration network for long-range time series forecasting,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:34.922209Z

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.

source=pdf_text observed=2026-08-06T18:01:23.935362Z digest=sha256:37d83724c77acc260d5a123ad1d7fd5532b1428fce81dd19449e01d2d9d2fbfa

Observation b3d9c91a-3206-41bb-89c8-bb81d5867c0a · outbound

This paper cites DeepAR: Probabilistic forecasting with autoregressive recurrent networks,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting DeepAR: Probabilistic forecasting with autoregressive recurrent networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:34.788550Z

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.

source=pdf_text observed=2026-08-06T18:01:24.001630Z digest=sha256:c33a5f03130e958fa110989639d6274c3a8e6a9ee1e1c28e4123899a9a1384c5

Observation 7a45bf02-7689-46d3-ba07-42f8bd52ac1a · outbound

This paper cites FiLM: Frequency improved legendre memory model for long-term time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting FiLM: Frequency improved legendre memory model for long-term time series forecasting,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:34.486974Z

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.

source=pdf_text observed=2026-08-06T18:01:24.101727Z digest=sha256:a8c8c2a8c909d79750a76a4138e9ae50ebba72d269ca3e6d5c8518dd24a251d4

Observation c54b4ab9-77c3-46fc-a19f-2f7d17f27c98 · outbound

This paper cites ModernTCN: A modern pure convolution structure for general time series analysis,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting ModernTCN: A modern pure convolution structure for general time series analysis,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:34.342578Z

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.

source=pdf_text observed=2026-08-06T18:01:24.169196Z digest=sha256:63783c413e9f62f4928c048b564f85f16206f1fb5bfebac7707e2a032a6bec18

Observation ad0b725d-a9e8-46a5-b2d7-a41922ce7bce · outbound

This paper cites An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:24.235049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:24.235049Z digest=sha256:f1893260c2f232b39650b5d212865d8c008d04302b8fe12c4522359d13549206

Observation 5ea21c8b-2f33-431b-90cd-01443556f801 · outbound

This paper cites SCINet: Time series modeling and forecasting with sample convolution and interaction,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting SCINet: Time series modeling and forecasting with sample convolution and interaction,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:34.095931Z

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.

source=pdf_text observed=2026-08-06T18:01:24.335074Z digest=sha256:cac1fec71056194a2a9268062604e74a4febcafa1d949d5753622b27fba6baf7

Observation 46335258-7dd4-46b1-af45-784f344cb237 · outbound

This paper cites MICN: Multi-scale local and global context modeling for long-term series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting MICN: Multi-scale local and global context modeling for long-term series forecasting,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:33.807377Z

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.

source=pdf_text observed=2026-08-06T18:01:24.435287Z digest=sha256:6ae74a97c320ce2db4764df14efe463fc0e97f94f99f53defefe6df31cc392f0

Observation bf178991-ef4a-49e9-8e56-8cd3b4416e66 · outbound

This paper cites Unsupervised scalable representation learning for multivariate time series,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Unsupervised scalable representation learning for multivariate time series,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:33.536447Z

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.

source=pdf_text observed=2026-08-06T18:01:24.535124Z digest=sha256:377841511d076f79e6e019a3c167b84fd905a8abe6157d2680c9ebb5ae8bc8be

Observation 7bddcedf-d4f0-4a75-a7cf-c9fad24da62c · outbound

This paper cites Think globally, act locally: A deep neural network approach to high-dimensional time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Think globally, act locally: A deep neural network approach to high-dimensional time series forecasting,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:33.315286Z

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.

source=pdf_text observed=2026-08-06T18:01:24.601747Z digest=sha256:7014e33c6ac5e602652bfe2886ce354e0fa5ef1dcb577d8bebb87bb12effef95

Observation 1461af2f-f273-41e8-ade4-2a1a11e51476 · outbound

This paper cites TimesNet: Temporal 2d-variation modeling for general time series analysis,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TimesNet: Temporal 2d-variation modeling for general time series analysis,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:33.039613Z

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.

source=pdf_text observed=2026-08-06T18:01:24.701913Z digest=sha256:a97ca060946692d149f2cb00b87f6404f6d82a1ea2296faa74fb3142e04f180d

Observation fa17875f-4cd7-415a-9128-1abd06f4fe84 · outbound

This paper cites TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:24.769483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:24.769483Z digest=sha256:84e38d3860466fd8be5103c644d82ffab904d7bdbcb92b5a8460ff0c4d71c714

Observation 496cbd02-604d-41c1-822f-3fd246cbb068 · outbound

This paper cites Unlocking the power of patch: Patch-based mlp for long-term time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Unlocking the power of patch: Patch-based mlp for long-term time series forecasting,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:32.712076Z

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.

source=pdf_text observed=2026-08-06T18:01:24.869604Z digest=sha256:151184e11a107bae442dc039a7955d37cd36e3cc2655a91df36897b83ef8e87f

Observation 3a526238-4d2b-4ba5-9a82-0b4632d95471 · outbound

This paper cites TSMixer: An All-MLP Architecture for Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TSMixer: An All-MLP Architecture for Time Series Forecasting

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:24.969257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:24.969257Z digest=sha256:f80a7b917caca0127c9cd378d38b253938190050c5cbd4c3aa7e0f1b593555b9

Observation c7e86939-e68e-4827-bbb9-960075ffb273 · outbound

This paper cites N-BEATS: Neural basis expansion analysis for interpretable time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting N-BEATS: Neural basis expansion analysis for interpretable time series forecasting,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:32.474207Z

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.

source=pdf_text observed=2026-08-06T18:01:25.070247Z digest=sha256:b5ef642650c554a6ea43ae014c1cf50847836fdf2a27241a65b5137eb88d26bf

Observation ed6c2ef7-5217-4c4f-96e9-879e0281eb03 · outbound

This paper cites N-HiTS: Neural hierarchical interpolation for time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting N-HiTS: Neural hierarchical interpolation for time series forecasting,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:32.269075Z

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.

source=pdf_text observed=2026-08-06T18:01:25.170005Z digest=sha256:ba0f1ac1043289c9c4b2bf04aca2a17053ba8229732ba9a8b88c580115af8412

Observation 6e4ef505-7f28-4b5e-a2c0-f62d5197de88 · outbound

This paper cites Frequency-domain mlps are more effective learners in time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Frequency-domain mlps are more effective learners in time series forecasting,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:32.044817Z

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.

source=pdf_text observed=2026-08-06T18:01:25.303880Z digest=sha256:79aace82116b05c1b56f2b116022e2a361a7efde912e8a03f356f2aa07293b18

Observation 32087f08-fd6f-47d4-a536-678701fa9b83 · outbound

This paper cites Attention is all you need,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Attention is all you need,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:31.859441Z

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.

source=pdf_text observed=2026-08-06T18:01:25.405201Z digest=sha256:8664cce2beb3a5b7dbcfbf059f265e4db26d8821d0aba490b92cc9c2687a7e04

Observation ba94eaf3-9f51-4af1-aff3-cd522ea28f85 · outbound

This paper cites A time series is worth 64 words: Long-term forecasting with transformers,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting A time series is worth 64 words: Long-term forecasting with transformers,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:31.681657Z

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.

source=pdf_text observed=2026-08-06T18:01:25.504686Z digest=sha256:212e2a22e04a39704775a5bc110c3083f87f165947ba42a416fa5df2ea9eb7e0

Observation 9750ed46-c282-487a-9649-692255975031 · outbound

This paper cites BasisFormer: Attention-based time series forecasting with learnable and interpretable basis,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting BasisFormer: Attention-based time series forecasting with learnable and interpretable basis,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:31.542222Z

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.

source=pdf_text observed=2026-08-06T18:01:25.638518Z digest=sha256:bceb1fa27b45719ae48e0193ed7e1de08f0526657039d5b7565d90e79c06c3c4

Observation c4d3b172-08a0-413e-a165-3ed42d6a3ade · outbound

This paper cites Informer: Beyond efficient transformer for long sequence time-series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Informer: Beyond efficient transformer for long sequence time-series forecasting,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:31.415164Z

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.

source=pdf_text observed=2026-08-06T18:01:25.754625Z digest=sha256:f866f37801ad501fdc9803fb4daed832bd062a46389813aeeeccb1db6b072446

Observation e1f010ba-6aa1-4e37-916a-9e4c6b475d4e · outbound

This paper cites Autoformer: Decomposition trans- formers with auto-correlation for long-term series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Autoformer: Decomposition trans- formers with auto-correlation for long-term series forecasting,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:25.839080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:25.839080Z digest=sha256:e375430a7484e454af7677efda2f913256b07f804a3197456d0b322fa2adb465

Observation ec1336f3-a855-4e2d-8110-259ffdf50751 · outbound

This paper cites Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:25.939264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:25.939264Z digest=sha256:e60fab066a1ee79a1927cf34bf063d47d4a479cf445412f5097dd3b144ad24c6

Observation a4107e77-8f71-4072-98d2-bd75508b7007 · outbound

This paper cites Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:31.132360Z

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.

source=pdf_text observed=2026-08-06T18:01:26.073090Z digest=sha256:bd6922ffa144e9024d00378dd86acd4d2b1b9f9bbad45a1aa9aee94ff5dd14fc

Observation ff64119e-dc65-4e3f-9ba3-bbdb879f7188 · outbound

This paper cites InParformer: evolutionary decomposition transformers with interactive parallel at- tention for long-term time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting InParformer: evolutionary decomposition transformers with interactive parallel at- tention for long-term time series forecasting,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:30.873642Z

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.

source=pdf_text observed=2026-08-06T18:01:26.205541Z digest=sha256:df293d2994625e924ddea2b6b85e8d341b11cf364e90a43ede728f273d4b9a86

Observation 08f29938-2626-433c-8de8-b7d0c7db9f4f · outbound

This paper cites An encoder–decoder architecture with fourier attention for chaotic time series multi-step prediction,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting An encoder–decoder architecture with fourier attention for chaotic time series multi-step prediction,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:30.584394Z

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.

source=pdf_text observed=2026-08-06T18:01:26.305766Z digest=sha256:912b03455e5e6db3fd85f35b5574fdf46af39c600a9075a743373a8599f7df98

Observation bf60e706-7854-45f8-8e2b-72f4daafc626 · outbound

This paper cites Temporal chain network with intuitive attention mechanism for long-term series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Temporal chain network with intuitive attention mechanism for long-term series forecasting,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:30.350482Z

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.

source=pdf_text observed=2026-08-06T18:01:26.405610Z digest=sha256:07eea53e33880fcc6f299066c61e40542cce97d9b7887d8e8f21ae4b594c9570

Observation 6a9f81e4-710a-4225-88e1-6fb4db85126c · outbound

This paper cites TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:26.539715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:26.539715Z digest=sha256:0f85252bf4284ddf45ea31f0f5bc56ceb79837cfde3ef74b5aa4597717daa685

Observation 2567d205-9f03-4178-89ad-52be162d99c0 · outbound

This paper cites Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:26.634168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:26.634168Z digest=sha256:6a380353c13af81f3e3e60028293e1a0121b9ad6735652cb1c390b86fc43166e

Observation e5fe80b2-6944-4439-816c-dd6f67fcd047 · outbound

This paper cites iTrans- former: Inverted transformers are effective for time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting iTrans- former: Inverted transformers are effective for time series forecasting,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:30.181451Z

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.

source=pdf_text observed=2026-08-06T18:01:26.700880Z digest=sha256:6e2c410fa96516e5fad6140f906eb07b837446025982c570788f5e5261d3b6ca

Observation 100c3f5f-115e-4d2e-99f0-243cb3fa8331 · outbound

This paper cites DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:26.797403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:26.797403Z digest=sha256:e8688538245572ba41dcb3882e36eb90d4930604718fd1991fb3f166bef2a3b5

Observation 1a5309be-5ef1-43fe-a197-2f3210c0c74e · outbound

This paper cites Timer-XL: Long-Context Transformers for Unified Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Timer-XL: Long-Context Transformers for Unified Time Series Forecasting

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:26.861413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:26.861413Z digest=sha256:380a853ce2f7460b26e006ffe59274c7f02100f9d438610d74b1d0617315839b

Observation 66315615-2284-46af-96e8-204ea9ef4e3e · outbound

This paper cites Sepformer-based models: More efficient models for long sequence time-series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Sepformer-based models: More efficient models for long sequence time-series forecasting,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:30.005865Z

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.

source=pdf_text observed=2026-08-06T18:01:26.961841Z digest=sha256:caaaeb3cf83eb02cebb1a486adc9f9f8fa407abb855ec2ddd4be06e8e11f4b61

Observation cdf832f9-3357-41e0-b758-810bdb24a196 · outbound

This paper cites Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:27.051646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:27.051646Z digest=sha256:29d871709d0bddfbc6b7595611e3f3dddeefec9e7c6e8f13949798b0bf716e4a

Observation edf9127f-1a67-443e-b454-7c7d67d3589a · outbound

This paper cites CrossGNN: Confronting noisy multivariate time series via cross interaction refinement,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting CrossGNN: Confronting noisy multivariate time series via cross interaction refinement,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.858776Z

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.

source=pdf_text observed=2026-08-06T18:01:27.121896Z digest=sha256:4a2f8c83052df38d1f6c87cfbf8b483f676717bd666e61364cb970dff8e97cb9

Observation 3b71aedb-64cb-4960-a3be-238529667222 · outbound

This paper cites FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:27.177803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:27.177803Z digest=sha256:bd6036d674badd89f62dd5fa2cc75b2efe2c060191a76847a9ed8d8518823cbe

Observation 4de3d25f-dfa5-4d28-b0e3-013853517c0b · outbound

This paper cites Graph Deep Learning for Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Graph Deep Learning for Time Series Forecasting

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:27.272133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:27.272133Z digest=sha256:ba96fbb89cb7c0d55cad76d74b2b7bf508e6f22b1fee12bde64231dbde8c41ae

Observation 4e897ce0-59a6-487c-9b14-dc7f40127c53 · outbound

This paper cites Adaptive dependency learning graph neural networks,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Adaptive dependency learning graph neural networks,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.725281Z

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.

source=pdf_text observed=2026-08-06T18:01:27.346676Z digest=sha256:a8057b767945f2993fc725891049a6eb57d682bc4f4379dda9c1fe08616a9d66

Observation afe2cef6-31c4-41ff-b9e1-cd3fd7afb175 · outbound

This paper cites Multivariate time series forecasting with dynamic graph neural odes,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Multivariate time series forecasting with dynamic graph neural odes,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.593842Z

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.

source=pdf_text observed=2026-08-06T18:01:27.434356Z digest=sha256:831a21d79aff1f1f3bb1638717624a373bc60fa9cb8315f08bd3c5944420ddfc

Observation 9487eab4-a579-423f-8f0f-97454eb4b9fe · outbound

This paper cites Mixmamba: Time series modeling with adaptive expertise,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Mixmamba: Time series modeling with adaptive expertise,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.459007Z

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.

source=pdf_text observed=2026-08-06T18:01:27.529599Z digest=sha256:936febaf8fc9d1a9a434cf6cc81128da217f728f55fa49254bcb029f23a90dfa

Observation a25efd9f-5631-42dd-856f-23fb1c578114 · outbound

This paper cites Is mamba effective for time series forecasting?.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Is mamba effective for time series forecasting?

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.357313Z

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.

source=pdf_text observed=2026-08-06T18:01:27.591376Z digest=sha256:e67bf9288c92e2ab9b65fc34694e9b293996ab175597d5f70c61e38923615b8a

Observation 50f07835-7a3b-4e31-8ec5-6271d9333352 · outbound

This paper cites CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:27.684462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:27.684462Z digest=sha256:6c6c2b35fe630332a2eb6b58bb7f1d6f7a1f8c3232b1c1f65ff7e365bad090ef

Observation ff21c82f-38bc-4b62-b88d-1351dbd993f1 · outbound

This paper cites Are transformers effective for time series forecasting?.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Are transformers effective for time series forecasting?

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.209270Z

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.

source=pdf_text observed=2026-08-06T18:01:27.782601Z digest=sha256:6574d60f7afae195af477b9545399bc236a5bb92a2a978b287a3b5eb59ec6c83

Observation f9974106-33fe-41ad-8da8-2e4ae8678d3d · outbound

This paper cites FITS: Modeling Time Series with $10k$ Parameters.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting FITS: Modeling Time Series with $10k$ Parameters

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:27.850889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:27.850889Z digest=sha256:4ca5930ff15d52c080be3927e09f09e495a845311dc68bcedddd1c30612e94ee

Observation c8e76341-6e65-4758-b33b-26a1c5827c41 · outbound

This paper cites FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:29.087624Z

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.

source=pdf_text observed=2026-08-06T18:01:27.904414Z digest=sha256:93d9c18c3d398d1642514dc1f391c53a7fa1d1467aa8ed9129d7838319158f1e

Observation eb00d7fd-5605-4474-b26f-a6fbadc42d3d · outbound

This paper cites Rethinking fourier transform from a basis functions perspective for long-term time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Rethinking fourier transform from a basis functions perspective for long-term time series forecasting,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:28.960154Z

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.

source=pdf_text observed=2026-08-06T18:01:27.979743Z digest=sha256:358ce9b455e9f75913b8e6b35b0de5a47928ca9482484b34392c0f94ba422f57

Observation 24419ae6-fb91-41ba-8365-566a10bde347 · outbound

This paper cites En- hancing the locality and breaking the memory bottleneck of transformer on time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting En- hancing the locality and breaking the memory bottleneck of transformer on time series forecasting,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:28.876293Z

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.

source=pdf_text observed=2026-08-06T18:01:28.026639Z digest=sha256:7de05ad8ddc836f32cb4b0ab57f15749c1ed8078a43ca6fbd19245cdfb4780de

Observation a768e04b-3335-4356-aa16-1b6be550aedb · outbound

This paper cites Variational hierarchical n-beats model for long-term time-series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Variational hierarchical n-beats model for long-term time-series forecasting,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:28.783947Z

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.

source=pdf_text observed=2026-08-06T18:01:28.085976Z digest=sha256:3dc409d0546d4d4d2d11ec181ac121a38c46912e17c31c1eb4959a4d3a8d3d07

Observation 1355f632-d3f8-48b8-98d7-ddb8c30e627c · outbound

This paper cites Reversible instance normalization for accurate time-series forecasting against distri- bution shift,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Reversible instance normalization for accurate time-series forecasting against distri- bution shift,

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:28.157903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:28.157903Z digest=sha256:d27beae88fecb1529b39609001e8886c8a87c2e6e5c77f09129c091849115913

Observation bfb094d9-5f7d-4699-b16b-de252dbe5d73 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting U-net: Convolutional networks for biomedical image segmentation,

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:28.212347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:28.212347Z digest=sha256:42fefe04f9197eb848f4f252b5bbef0eda745a6cdb81217aaaaf80d06a093256

Observation d8bd6703-d5af-45ff-a9b8-1de243825491 · outbound

This paper cites Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T18:01:28.269078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:01:28.269078Z digest=sha256:07f68048be8e4b8a11b6228ee7dc21179f85b3617689f56b975c4214f8384790

Observation baaee81a-84f3-4fc8-ab30-8e63257af314 · outbound

This paper cites Non-stationary transformers: Exploring the stationarity in time series forecasting,.

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Non-stationary transformers: Exploring the stationarity in time series forecasting,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:01:28.664604Z

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.

source=pdf_text observed=2026-08-06T18:01:28.369282Z digest=sha256:806c432b7e60d071a6834ce4389e08e1b7e92323c894a83318a356a61a287958

Pith citing papers

Observation 656e350e-05c5-4f52-8e14-1f6ea8111e55 · inbound

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis cites this paper.

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:32:16.818861Z

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.

source=pdf_text observed=2026-08-07T10:32:16.651586Z digest=sha256:50e6da8ae989e5cd65768246764c8bccb7fee5165e6cff64eb2c5c28223d7fde