Paper Citation Record · LEDGER

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations

As of 17 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2504.12721.

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

pith.paper-citation-record.v1
2504.12721 v3

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:30:56.730527Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy2
unresolved45
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b916d766-74ff-4002-9634-645b36c13a33 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.527026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b49e9f9-bccc-4a05-adb2-f88a61ee9a94 · outbound

This paper cites Revisiting Feature Prediction for Learning Visual Representations from Video.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Revisiting Feature Prediction for Learning Visual Representations from Video

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.532112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b51063d9-e5ba-43a5-a163-05e2d5c6e21e · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.537000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b05a6d3e-9f65-40d0-857c-124f221f3ac3 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.299244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation db8a4b05-c310-4fa8-a0ed-1be870d08563 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.545931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e78a310-90e3-40c2-80ee-8a8427029311 · outbound

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

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations TSMixer: An All-MLP Architecture for Time Series Forecasting

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.550503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a8ea4cb-db34-4a12-b661-3737082e3833 · outbound

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

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Long-term Forecasting with TiDE: Time-series Dense Encoder

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.555708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb1c1a69-96b4-4c59-a3b4-193c969d8643 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.275292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4ae9e5de-bb34-42e0-9a66-c3a271cc0b14 · outbound

This paper cites Time-Series JEPA for Predictive Remote Control under Capacity-Limited Networks.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Time-Series JEPA for Predictive Remote Control under Capacity-Limited Networks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.564611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 098eb001-d52c-45bc-a5e2-49e983d34b32 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.261940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5aacda05-2576-488b-ba33-e5a27fdb59a1 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.247736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03255c64-f2a8-4e83-8585-04c3df06f285 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.234117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 824abde7-5aba-461a-8169-7f3b05c0960d · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.220197Z

Source-reported events for the cited work

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Observation 43f0ae46-a0b1-4afc-80af-c7ff98fa3a55 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.587154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b662818-acf0-41aa-83cb-2ed408a16608 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.591209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a47bc9b-d202-4811-98c9-0285c6e95540 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8aec837-d62b-40b9-9e86-47ac66767665 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.180880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6977f297-dd42-40cd-a760-dee19419e13d · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.603347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8016f023-4106-4f20-b898-f3ae0fb7c5c5 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.607272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae58cffc-e709-480c-9bc9-2c5515547cbc · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.611632Z

Source-reported events for the cited work

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Observation 01a8f1e7-a137-4683-9726-6fb06d2fec53 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.616707Z

Source-reported events for the cited work

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Observation 45753ba5-7f75-44fb-92c7-5a8b184b2604 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.141494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3371c2e4-40a5-476e-86aa-31d4d1c21eb7 · outbound

This paper cites Decoupled Weight Decay Regularization.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Decoupled Weight Decay Regularization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.625664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ecb118e-7756-4410-b97d-45e9c03c2512 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.128078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 487e3780-266d-4c05-94bc-bf2fcb4c5558 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdbe18de-a17c-4673-a853-af121cfea719 · outbound

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

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.638682Z

Source-reported events for the cited work

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Observation e17345d2-cadb-430c-8838-158908a7bc9a · outbound

This paper cites TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.643000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 755d8a59-7bb2-4048-8289-849f179b21f6 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.106076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae2a56db-52a7-4186-91a6-0374e4972b4b · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.092312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2402e36e-3e09-4699-9a70-1cbb62d396a2 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.078481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ad2e0dd-c2a0-4bad-86f1-ac19401e13db · outbound

This paper cites Practical Lossless Compression with Latent Variables using Bits Back Coding.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Practical Lossless Compression with Latent Variables using Bits Back Coding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.660377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cce468b-e2f6-4591-8067-b3aaa33c2a2b · outbound

This paper cites LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting

Reference 32

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Source-reported events for the cited work

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Observation 96e39fbc-ddf8-47e4-bc6f-f8f3d68d3b5e · outbound

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TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.669051Z

Source-reported events for the cited work

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Observation 6b9ac6e5-76ce-4900-9a46-6749e4870ee5 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:57.064667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 71e5e95f-55c7-4699-bbba-894828898f43 · outbound

This paper cites Transformers in Time Series: A Survey.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Transformers in Time Series: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.677318Z

Source-reported events for the cited work

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Observation a145fab8-c0a6-45e2-b21b-2ee029a472fe · outbound

This paper cites TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.682673Z

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Observation 2558f9bb-d983-478b-b107-2fead90c12fb · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36b9bf4d-ca70-4137-8ffa-48d4fc9cff3f · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 522bce09-2b1f-4112-968c-884299a57da9 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f15bacc8-6c29-4faa-9ef4-5eaf3e006745 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 40

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Unavailable: canonical work link unavailable.

Observation 2b455895-6614-44c4-8d86-0eaefb68a85b · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3722209-d003-4dcb-871a-27c3b22f5920 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d722831d-ab7a-4b36-83b8-04ac8b6054e8 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:56.994163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6e19b12d-7a9a-4925-af2d-d3f57cd558c6 · outbound

This paper cites The Solar dataset [16] captures 10-minute intervals of solar power production from 137 PV plants in 2006.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations The Solar dataset [16] captures 10-minute intervals of solar power production from 137 PV plants in 2006

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:30:56.980095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eca8d953-dcde-4715-99a3-ee2e9b5d2de4 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:56.965393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4173e724-891a-4a53-81f4-e10d01da7938 · outbound

This paper cites an unresolved cited work.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:30:56.951747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f48d850b-cace-49e4-b205-1acf582ffefb · outbound

This paper cites We select X2∈ R4×8×7 at the end of the L-TransBlock.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations We select X2∈ R4×8×7 at the end of the L-TransBlock

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:30:56.938216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.