Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:01:28.369282Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2507.09445.
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 2026-08-06T18:01:28.369282Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation af90fe59-e8a2-4d9f-b7d0-48e9fa2839e6 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Long short-term memory,
Reference 1
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Observation b0e01c57-8d8f-465e-b564-1ddfa0b222f2 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 2
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Observation da93069f-cf43-4e45-a58c-fb18cb7050b3 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Deep state space models for time series forecasting,
Reference 3
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Observation e0ae76fa-4c4a-4728-a278-c149939a2b16 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Dilated recurrent neural networks,
Reference 4
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Observation 2c51d0a3-524c-4229-abd8-db2b51940538 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb473eda-f731-4c75-9145-0ca34c0cd988 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Spatiotemporal attention for multivariate time series prediction and interpretation,
Reference 6
Source-reported events for the cited work
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Observation 8419994a-3896-4182-abb7-273859fd8bf6 · outbound
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
Source-reported events for the cited work
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Observation b3d9c91a-3206-41bb-89c8-bb81d5867c0a · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting DeepAR: Probabilistic forecasting with autoregressive recurrent networks,
Reference 8
Source-reported events for the cited work
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Observation 7a45bf02-7689-46d3-ba07-42f8bd52ac1a · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c54b4ab9-77c3-46fc-a19f-2f7d17f27c98 · outbound
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
Source-reported events for the cited work
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Observation ad0b725d-a9e8-46a5-b2d7-a41922ce7bce · outbound
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
Source-reported events for the cited work
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Observation 5ea21c8b-2f33-431b-90cd-01443556f801 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 46335258-7dd4-46b1-af45-784f344cb237 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bf178991-ef4a-49e9-8e56-8cd3b4416e66 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Unsupervised scalable representation learning for multivariate time series,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7bddcedf-d4f0-4a75-a7cf-c9fad24da62c · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1461af2f-f273-41e8-ade4-2a1a11e51476 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TimesNet: Temporal 2d-variation modeling for general time series analysis,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa17875f-4cd7-415a-9128-1abd06f4fe84 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 496cbd02-604d-41c1-822f-3fd246cbb068 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3a526238-4d2b-4ba5-9a82-0b4632d95471 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting TSMixer: An All-MLP Architecture for Time Series Forecasting
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7e86939-e68e-4827-bbb9-960075ffb273 · outbound
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
Source-reported events for the cited work
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Observation ed6c2ef7-5217-4c4f-96e9-879e0281eb03 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting N-HiTS: Neural hierarchical interpolation for time series forecasting,
Reference 21
Source-reported events for the cited work
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Observation 6e4ef505-7f28-4b5e-a2c0-f62d5197de88 · outbound
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
Source-reported events for the cited work
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Observation 32087f08-fd6f-47d4-a536-678701fa9b83 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Attention is all you need,
Reference 23
Source-reported events for the cited work
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Observation ba94eaf3-9f51-4af1-aff3-cd522ea28f85 · outbound
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
Source-reported events for the cited work
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Observation 9750ed46-c282-487a-9649-692255975031 · outbound
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
Source-reported events for the cited work
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Observation c4d3b172-08a0-413e-a165-3ed42d6a3ade · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Informer: Beyond efficient transformer for long sequence time-series forecasting,
Reference 26
Source-reported events for the cited work
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Observation e1f010ba-6aa1-4e37-916a-9e4c6b475d4e · outbound
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
Source-reported events for the cited work
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Observation ec1336f3-a855-4e2d-8110-259ffdf50751 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4107e77-8f71-4072-98d2-bd75508b7007 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ff64119e-dc65-4e3f-9ba3-bbdb879f7188 · outbound
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
Source-reported events for the cited work
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Observation 08f29938-2626-433c-8de8-b7d0c7db9f4f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bf60e706-7854-45f8-8e2b-72f4daafc626 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6a9f81e4-710a-4225-88e1-6fb4db85126c · outbound
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
Source-reported events for the cited work
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Observation 2567d205-9f03-4178-89ad-52be162d99c0 · outbound
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
Source-reported events for the cited work
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Observation e5fe80b2-6944-4439-816c-dd6f67fcd047 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting iTrans- former: Inverted transformers are effective for time series forecasting,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 100c3f5f-115e-4d2e-99f0-243cb3fa8331 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
Reference 36
Source-reported events for the cited work
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Observation 1a5309be-5ef1-43fe-a197-2f3210c0c74e · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Timer-XL: Long-Context Transformers for Unified Time Series Forecasting
Reference 37
Source-reported events for the cited work
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Observation 66315615-2284-46af-96e8-204ea9ef4e3e · outbound
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
Source-reported events for the cited work
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Observation cdf832f9-3357-41e0-b758-810bdb24a196 · outbound
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
Source-reported events for the cited work
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Observation edf9127f-1a67-443e-b454-7c7d67d3589a · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting CrossGNN: Confronting noisy multivariate time series via cross interaction refinement,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b71aedb-64cb-4960-a3be-238529667222 · outbound
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
Source-reported events for the cited work
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Observation 4de3d25f-dfa5-4d28-b0e3-013853517c0b · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Graph Deep Learning for Time Series Forecasting
Reference 42
Source-reported events for the cited work
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Observation 4e897ce0-59a6-487c-9b14-dc7f40127c53 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Adaptive dependency learning graph neural networks,
Reference 43
Source-reported events for the cited work
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Observation afe2cef6-31c4-41ff-b9e1-cd3fd7afb175 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Multivariate time series forecasting with dynamic graph neural odes,
Reference 44
Source-reported events for the cited work
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Observation 9487eab4-a579-423f-8f0f-97454eb4b9fe · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Mixmamba: Time series modeling with adaptive expertise,
Reference 45
Source-reported events for the cited work
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Observation a25efd9f-5631-42dd-856f-23fb1c578114 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Is mamba effective for time series forecasting?
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 50f07835-7a3b-4e31-8ec5-6271d9333352 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff21c82f-38bc-4b62-b88d-1351dbd993f1 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Are transformers effective for time series forecasting?
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f9974106-33fe-41ad-8da8-2e4ae8678d3d · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting FITS: Modeling Time Series with $10k$ Parameters
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8e76341-6e65-4758-b33b-26a1c5827c41 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb00d7fd-5605-4474-b26f-a6fbadc42d3d · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 24419ae6-fb91-41ba-8365-566a10bde347 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a768e04b-3335-4356-aa16-1b6be550aedb · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1355f632-d3f8-48b8-98d7-ddb8c30e627c · outbound
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
Source-reported events for the cited work
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Observation bfb094d9-5f7d-4699-b16b-de252dbe5d73 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting U-net: Convolutional networks for biomedical image segmentation,
Reference 55
Source-reported events for the cited work
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Observation d8bd6703-d5af-45ff-a9b8-1de243825491 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baaee81a-84f3-4fc8-ab30-8e63257af314 · outbound
Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting Non-stationary transformers: Exploring the stationarity in time series forecasting,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.