Paper Citation Record · LEDGER

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 2 inbound Pith citation observations for arXiv:2505.20774.

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

pith.paper-citation-record.v1
2505.20774 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:54:32.006642Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T06:34:49.188558Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T07:31:26.869437Z

Reference resolution

38 of 38 outbound references displayed

verified exact2
verified fuzzy15
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec5c8200-b81b-4f92-8799-af1359f1641d · outbound

This paper cites TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:28.936317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b5b516b-f8e8-4761-9ff5-0a514fe4ab76 · outbound

This paper cites Long-term Forecasting with TiDE: Time-series Dense Encoder.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Long-term Forecasting with TiDE: Time-series Dense Encoder

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.080380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8f768d7-001a-441b-9fb3-c94db3d70f71 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.136942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e629c7e8-bdc9-451c-b5a8-954be765cb00 · outbound

This paper cites Combining recurrent, convolutional, and continuous-time models with linear state space layers.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Combining recurrent, convolutional, and continuous-time models with linear state space layers

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:35.704093Z

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 9535fbf7-f157-4e09-aa9c-851810da840b · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Efficiently Modeling Long Sequences with Structured State Spaces

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.336547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7c2349-2a9b-4cb3-8aad-9d979af60f62 · outbound

This paper cites Diagonal state spaces are as effective as structured state spaces.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Diagonal state spaces are as effective as structured state spaces

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:35.513416Z

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 7391e20c-a7d5-456a-a8c1-773117536a02 · outbound

This paper cites SOFTS : Efficient multivariate time series forecasting with series-core fusion.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state SOFTS : Efficient multivariate time series forecasting with series-core fusion

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:35.341597Z

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 59e0b9a3-cd3b-4fc5-8994-692eb9c85bcb · outbound

This paper cites Recurrent neural networks for time series forecasting: Current status and future directions.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Recurrent neural networks for time series forecasting: Current status and future directions

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:35.196491Z

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 986ed19d-8fcb-4e47-b7da-403720c6c9bd · outbound

This paper cites Reversible instance normalization for accurate time-series forecasting against distribution shift.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Reversible instance normalization for accurate time-series forecasting against distribution shift

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.660322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da73922d-af62-4c04-bc38-735c9e3c56bc · outbound

This paper cites Adam: A Method for Stochastic Optimization.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Adam: A Method for Stochastic Optimization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.724287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfeecba3-2243-4f32-8656-0969e6dff673 · outbound

This paper cites Modeling long- and short-term temporal patterns with deep neural networks.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Modeling long- and short-term temporal patterns with deep neural networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.829924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c70a78f-5b40-47f6-bdde-9c09f33d4f9d · outbound

This paper cites Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.881362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 662271d8-74e4-448f-9025-a10f2c9ceb76 · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:29.936000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51015ba8-c4b3-4a72-bc77-445282dfc04a · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Scinet: Time series modeling and forecasting with sample convolution and interaction

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:35.038017Z

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 84da2a4f-aa3c-4b38-be1d-2aa1f0ea7e5b · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Non-stationary transformers: Exploring the stationarity in time series forecasting

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:34.847022Z

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 b61b018f-879a-43d2-b428-0070c4e2875e · outbound

This paper cites itransformer: Inverted transformers are effective for time series forecasting.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state itransformer: Inverted transformers are effective for time series forecasting

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:34.697467Z

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 e791da96-d28f-4bff-9ee8-092ebcb04d75 · outbound

This paper cites A Mamba Foundation Model for Time Series Forecasting.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state A Mamba Foundation Model for Time Series Forecasting

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:54:32.451871Z

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 48196979-f44e-4639-9075-d4ee36160e43 · outbound

This paper cites Nguyen, N., Sinthong, P., and Kalagnanam, J.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Nguyen, N., Sinthong, P., and Kalagnanam, J

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:30.339007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb167f5c-1d35-45ca-acc4-c0a79bf389c9 · outbound

This paper cites Searching for Activation Functions.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Searching for Activation Functions

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:30.417335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a077cad7-480d-416e-987f-2c8aabb338b4 · outbound

This paper cites S., Seeger, M.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state S., Seeger, M

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:34.502648Z

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 6180eceb-d443-4fbe-b3b0-19124c83ed92 · outbound

This paper cites Attention Is All You Need.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Attention Is All You Need

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:30.552371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1fe6faa-b6ba-46dd-9d73-efd3e0b916b6 · outbound

This paper cites Is mamba effective for time series forecasting? Neurocomputing, 619: 0 129178, 2025.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Is mamba effective for time series forecasting? Neurocomputing, 619: 0 129178, 2025

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:30.647226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa015f3-aa2f-443a-93cf-36715e6914a3 · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:34.321480Z

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 5e0ef42f-2505-443f-8172-cf8f2e22f733 · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Timesnet: Temporal 2d-variation modeling for general time series analysis

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:30.824603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a642145-610d-4f29-9160-0da43f4f4122 · outbound

This paper cites Efficient deformable convnets: Rethinking dynamic and sparse operator for vision applications.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Efficient deformable convnets: Rethinking dynamic and sparse operator for vision applications

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:34.068271Z

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 e676852a-5539-4cdf-80dd-a7af4bab007c · outbound

This paper cites Sst: Multi-scale hybrid mamba-transformer experts for long-short range time series forecasting, 2024.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Sst: Multi-scale hybrid mamba-transformer experts for long-short range time series forecasting, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:31.011930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa82dc7d-3b7f-4579-8d24-68b1b137ea6e · outbound

This paper cites Are transformers effective for time series forecasting? Proceedings of the AAAI Conference on Artificial Intelligence, 37 0 (9): 0 11121--11128, Jun.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Are transformers effective for time series forecasting? Proceedings of the AAAI Conference on Artificial Intelligence, 37 0 (9): 0 11121--11128, Jun

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:31.105991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3013d558-33ec-4939-954a-a22328d0d7b8 · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:31.174866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0dd6bb7-75c6-4f10-9e9e-34da3dc9890a · outbound

This paper cites and Yan, J.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state and Yan, J

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:33.901410Z

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 fee38005-d56f-4947-bfe9-61af5619580e · outbound

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

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Informer: Beyond efficient transformer for long sequence time-series forecasting

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:31.320485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a64d8941-2c5c-4db1-b03e-9425df33e32d · outbound

This paper cites and Gitter, A.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state and Gitter, A

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:33.693817Z

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 0302d496-66b9-48ee-9056-851c020bd9b8 · outbound

This paper cites Linearly-evolved transformer for pan-sharpening.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Linearly-evolved transformer for pan-sharpening

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:33.518252Z

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 a9609161-9ade-42d0-ac95-79e8ce252e36 · outbound

This paper cites an unresolved cited work.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:54:33.298783Z

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 4acbabb3-c14d-49ac-a40b-eb2ebcde4309 · outbound

This paper cites an unresolved cited work.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:54:33.146302Z

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 dbd4a6e2-9828-4b0c-8377-354a2fa8079b · outbound

This paper cites Channel-aware low-rank adaptation in time series forecasting.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Channel-aware low-rank adaptation in time series forecasting

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:32.953389Z

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 13b1c0cc-0edb-4881-97fa-a0daa2ec1a7a · outbound

This paper cites Contextualizing mlp-mixers spatiotemporally for urban traffic data forecast at scale.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Contextualizing mlp-mixers spatiotemporally for urban traffic data forecast at scale

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:54:32.813634Z

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 49933cde-ccb3-4333-9861-a9728a588008 · outbound

This paper cites Multivariate time delay analysis based local kpca fault prognosis approach for nonlinear processes.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Multivariate time delay analysis based local kpca fault prognosis approach for nonlinear processes

Reference 37

Resolution: verified exact; doi, observed 2026-08-07T13:54:32.149791Z

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 c1984dff-5de5-4638-a97b-d81e69a7b2b1 · outbound

This paper cites write newline.

TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:32.006642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5fd2fb9e-22c8-4a41-b5f1-5f4b02f9d6af · inbound

What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies cites this paper.

What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:31:26.877975Z

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 ec9f9a4b-2c3b-4556-af4a-a3f829241b83 · inbound

TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Temporal-Variable-Historical Modeling cites this paper.

TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Temporal-Variable-Historical Modeling TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T06:34:49.188558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.