Paper Citation Record · LEDGER

TimeOmni-VL: Unified Models for Time Series Understanding and Generation

As of 16 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 4 inbound Pith citation observations for arXiv:2602.17149.

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

pith.paper-citation-record.v1
2602.17149 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:24:19.092006Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:34:13.784404Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T08:19:44.572771Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy0
unresolved32
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 577baffc-af6e-4814-ba2e-1f10bac951a2 · outbound

This paper cites The score is 1 if the predicted color channel (e.g., “Blue”) exactly matches the groundtruth, and0otherwise.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation The score is 1 if the predicted color channel (e.g., “Blue”) exactly matches the groundtruth, and0otherwise

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:15.609042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ee38c92-e80f-41d7-a12e-0c08127972b4 · outbound

This paper cites an unresolved cited work.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:15.754971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeb31219-d47d-45c3-976a-19a7132fe5b4 · outbound

This paper cites The final score is the arithmetic mean of these three sub-scores: Score= 1 3 (EMcolor +IoU bbox +BERTScore text).

TimeOmni-VL: Unified Models for Time Series Understanding and Generation The final score is the arithmetic mean of these three sub-scores: Score= 1 3 (EMcolor +IoU bbox +BERTScore text)

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-02T22:24:15.899846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8630f43-ab66-4b49-a877-951700c1b5e2 · outbound

This paper cites First, analyze the historical pattern (576 steps) for trend and seasonality.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation First, analyze the historical pattern (576 steps) for trend and seasonality

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.783678Z

Source-reported events for the cited work

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Observation f7f8f90f-4b91-4933-9dac-923be95bc629 · outbound

This paper cites Scanning the image reveals 3 distinct horizontal bands.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Scanning the image reveals 3 distinct horizontal bands

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.051012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50c794c0-56ec-43fa-a25d-dfbe1a7250c9 · outbound

This paper cites Image heightH= 896.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Image heightH= 896

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.199701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8178bb61-520b-4a77-9181-327a428ed4c6 · outbound

This paper cites Target:Variable 1(Topmost, internal indexi= 0).

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Target:Variable 1(Topmost, internal indexi= 0)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.389612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee180d0-9529-4e3f-86e8-4172d8db64c3 · outbound

This paper cites Image size896×896.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Image size896×896

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.519814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf2c69b-6976-4e47-b737-55f3e9efd724 · outbound

This paper cites Metadata: L= 240 , Periodicity P= 24.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Metadata: L= 240 , Periodicity P= 24

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.633878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba26f300-ae5c-4d4e-9c35-da6b6049aa8c · outbound

This paper cites Target:Variable 2,Cycle 3.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Target:Variable 2,Cycle 3

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.785020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b3acdfa-9e3b-48bd-b0f8-e5b2dde64b1f · outbound

This paper cites nvars = 3, band height h= 298.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation nvars = 3, band height h= 298

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:16.893151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c065f2-1c5e-4e16-9e12-4b0e07abd918 · outbound

This paper cites •Cycle 7:X-range[⌊6×89.6⌋,⌊7×89.6⌋ −1] = [537,626].

TimeOmni-VL: Unified Models for Time Series Understanding and Generation •Cycle 7:X-range[⌊6×89.6⌋,⌊7×89.6⌋ −1] = [537,626]

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.000610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e9ea6bd-631c-470a-b85b-8de114fb9266 · outbound

This paper cites Significantly abnormal.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Significantly abnormal

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.112312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ada676-5a6d-4e9e-9905-d633db662e66 · outbound

This paper cites Target:Variable 3(Blue channel).

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Target:Variable 3(Blue channel)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.209670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f99b029-f3e1-4d99-ae30-f3f9f99c8d63 · outbound

This paper cites Computed global mean of 10 cycles:µ= 126.6.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Computed global mean of 10 cycles:µ= 126.6

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.344437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df8a074-6ad2-49df-9d4d-d3cee7d3da1c · outbound

This paper cites Scanning individual cycle averages: •Cycle 2:Mean67.5<108.6→Dark Anomaly.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Scanning individual cycle averages: •Cycle 2:Mean67.5<108.6→Dark Anomaly

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.515092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6676ab2d-e1c1-4066-ae0d-77eb1ee868e0 · outbound

This paper cites an unresolved cited work.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.676704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a060d25-1c0a-4777-ba1a-ad89317c78b6 · outbound

This paper cites an unresolved cited work.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.785835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 481faceb-fd15-42dd-8425-83f51f9c7dcf · outbound

This paper cites Given metadata:L= 240, periodicity = 24.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Given metadata:L= 240, periodicity = 24

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:17.907080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2bcb971-3074-43cd-a123-31faf352e05c · outbound

This paper cites Image size 896×896 , nvars = 3.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Image size 896×896 , nvars = 3

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.048209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b7830ce-f184-4bf5-9c90-0d4101a82265 · outbound

This paper cites Target:Variable 3(Bottom),Cycle 10(Rightmost).

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Target:Variable 3(Bottom),Cycle 10(Rightmost)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.197581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91d6a1ce-4780-44c7-b478-c401b5d1e4fb · outbound

This paper cites Channel:Blue(associated with Var 3).

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Channel:Blue(associated with Var 3)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.313616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b93437-434b-4fb1-84b1-973128a57827 · outbound

This paper cites an unresolved cited work.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.391465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0634a570-2211-4b57-bdeb-1e54bbf618c2 · outbound

This paper cites It then recovers moderately towards the end.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation It then recovers moderately towards the end

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.452894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42f11a77-ef5e-45ca-9398-8f3dea2bd6d0 · outbound

This paper cites The image contains 2 independent time series encoded as horizontal bands.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation The image contains 2 independent time series encoded as horizontal bands

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.538944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96e3c73-114e-4c34-b1c9-4693bbabc9d1 · outbound

This paper cites Total size is 896×896.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Total size is 896×896

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.623869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39be3d79-067a-4e1c-b78e-66f72001d819 · outbound

This paper cites The task is to predict the rightmost 3rd cycle.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation The task is to predict the rightmost 3rd cycle

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.706456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cba7aa4-875c-49d6-a087-82ecc56c747d · outbound

This paper cites The image contains 1 independent time series encoded as horizontal bands.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation The image contains 1 independent time series encoded as horizontal bands

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.868977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc8ae7d-d5f5-4cd0-b846-8bccd7f5cdee · outbound

This paper cites Total size is 896×896.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Total size is 896×896

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:18.954393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb662d0b-79bf-49ed-9f53-532cc1a6846d · outbound

This paper cites Each series has specific masked black regions.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Each series has specific masked black regions

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:19.043909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation debaf18d-452a-407a-8798-eb557d4704ad · outbound

This paper cites First, analyze the observable patterns before (cycle 1) and after (cycles 4–6) the gap to identify trend and seasonality.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation First, analyze the observable patterns before (cycle 1) and after (cycles 4–6) the gap to identify trend and seasonality

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:19.092006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67cd92bb-698d-48af-9479-b8258271845e · outbound

This paper cites Xie, Z., Li, Z., He, X., Xu, L., Wen, X., Zhang, T., Chen, J., Shi, R., and Pei, D.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation Xie, Z., Li, Z., He, X., Xu, L., Wen, X., Zhang, T., Chen, J., Shi, R., and Pei, D

Reference 763

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:15.353971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f11f178-b729-46ca-b762-18cc539f78ae · outbound

This paper cites step function.

TimeOmni-VL: Unified Models for Time Series Understanding and Generation step function

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T22:24:15.488763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e26b5add-f621-4d6c-b3b9-a4722915836f · inbound

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs cites this paper.

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-04T08:19:44.574431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0d5625d6-b80c-421a-ba6e-f407ea5a4fd2 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T05:38:27.357469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac8d810-e1af-42a5-9183-5ed9acf488e2 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T07:51:13.110516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86a17000-37f0-4db5-84bc-8682feb37788 · inbound

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers cites this paper.

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T14:34:13.784404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.