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Paper Citation Record · LEDGER

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

As of 14 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 7 inbound Pith citation observations for arXiv:2505.24030.

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

pith.paper-citation-record.v1
2505.24030 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:44:15.190078Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:10:57.584389Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T22:49:10.332132Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact1
  • verified fuzzy21
  • unresolved45
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b798ccc7-ee1b-4899-9a8a-1eff26ed17e5 · outbound

This paper cites Ardid, D.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Ardid, D

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:22.917975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.392482Z digest=sha256:c5bbc484a0e2ddb611d84bddb94d8871ea0723b21fea1e84e8e7f89c3ba06383

Observation 6630d5da-3ea4-4c4a-a241-ac93ca4c81b0 · outbound

This paper cites The UEA multivariate time series classification archive, 2018.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? The UEA multivariate time series classification archive, 2018

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:09.516469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:09.516469Z digest=sha256:172e5a7f0973d29e0209c1fd779fcf807b749b900e9f0b01227061037707f387

Observation 38ad1390-e874-4a8f-af87-1b627fb404b1 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:22.728072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.594054Z digest=sha256:e04adf33232c850318253bc1b018901de921f3c503f66bb5ad656f4a7b8e300c

Observation 0e44ea75-3650-4958-b555-9c1fe8bd4f04 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:22.558789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.617596Z digest=sha256:f1a0b7cfe7435b2bf00681aaf71b68318b480d0423dfa145f2ad57643b416f72

Observation affcc7ed-05fe-4e6f-bbc7-d55fdc146a8a · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:22.419885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.655645Z digest=sha256:0a086af828bad06a6361c1841b074141b5fe42fe72a9b39a6e1174ce78b51d7e

Observation c9374727-e674-4a05-b3f6-677ee27a085c · outbound

This paper cites Chen and C.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Chen and C

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:22.257069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.717810Z digest=sha256:ab309644ffaef7df51b6b4693c287d07cc4b18ed453f49508ec726bd5648d8ff

Observation cd110c4e-07e2-4b60-b0a2-d062e8964383 · outbound

This paper cites Dempster, F.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Dempster, F

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:22.157719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:09.835095Z digest=sha256:41c8f47c445ebd1ce06feab8e76c3356ebb043af4dfbf10dfb98e85e4e7dc25d

Observation 2398aa20-9935-4c7a-bacd-ae6cfa56543a · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:22.059993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.025150Z digest=sha256:ba9b7ec858588b9218399656dc47ed2337d19696769842380fb550c463ac53f2

Observation ef724b3f-5d3d-4a4b-811f-59ea605ee3de · outbound

This paper cites Dosovitskiy, L.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Dosovitskiy, L

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.969842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.168650Z digest=sha256:2ebb60420e4c3aa8b18f30d2f6b3efe4cb62a437188e0c0f9e21c14a13c2a6b0

Observation 0a0d6eab-bfea-4af9-a8b2-19c4ea8fe695 · outbound

This paper cites Franceschi, A.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Franceschi, A

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.777029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.363989Z digest=sha256:1b1fc3eb9d933aeeb503d75616885bc07b47d1733214caed0ed566e51dae5030

Observation 09639240-bd15-40fa-aa19-92d48aed1068 · outbound

This paper cites Gong, Y .-A.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Gong, Y .-A

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.637466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.516190Z digest=sha256:f9fcae5e6cfc2f02f882e195df78f0d6dfb04369f794cb31844d0098473bbdc5

Observation 678021d5-b580-4e37-b73b-4ae72c221f11 · outbound

This paper cites Gong, C.-I.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Gong, C.-I

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.551283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.588595Z digest=sha256:38338fefd504298b2be8b510f196270e25852740abcf9a7d627f15dc333fe427

Observation d1759723-6c8c-4ddd-85b2-1f7569359085 · outbound

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

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Efficiently Modeling Long Sequences with Structured State Spaces

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:10.671907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:10.671907Z digest=sha256:aac6915732378f8962d6353bc87d8a639554e4885376bf77d47d684c72a9f5f9

Observation 710354e8-eda1-49fd-b146-b4fd367d0004 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:21.445182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.728457Z digest=sha256:02c7b97f651c1088e02ab1e8324e57b4c7500e84e7c6a675af9dd34eecf0104f

Observation dc37a6b2-1c2f-4922-a437-12843e776a1e · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:21.339270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.798181Z digest=sha256:0a6fb11d375e9957f85cbdbe4cf99346d60650281659b5ab35a85823d32ec1e5

Observation f2bf8bf6-8991-4958-8209-93b05236938f · outbound

This paper cites Huang, X.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Huang, X

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.100193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:10.869626Z digest=sha256:00d27db60d5a3a2cae914bf20fb5b271f84f557828a4426ebead8b8ca72a1a2d

Observation 622d550b-4886-4128-8adb-3da2a4f7611d · outbound

This paper cites Multi-modal Time Series Analysis: A Tutorial and Survey.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Multi-modal Time Series Analysis: A Tutorial and Survey

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:10.943898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:10.943898Z digest=sha256:81460e5c65963fb38c6309311cfbb06b5e8354ae94503ea5d5cb6b0328756e9b

Observation 4a42b8f2-cb5e-4ca0-abd3-523a5674e339 · outbound

This paper cites Jiang, Z.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Jiang, Z

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:21.003962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.013760Z digest=sha256:290ccfc989070d686b4968bc5e06ba29252eb71eedb4ed694626c59ecac887f8

Observation 81876167-ad98-4e85-84ed-be4bacc1051e · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:11.069757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:11.069757Z digest=sha256:6ac33f8d9ecf13db9b03431850152bf7beb4ebf1604498db57a776bcc3012bb7

Observation 83502cb8-0e23-488d-a7fe-9aa7cbcb69ec · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:20.918754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.130301Z digest=sha256:86fb427cb238ed9d47e7b69502cc1683d2fcabe6179fb99ce5ab7d9bb7c95156

Observation ec826404-db90-4636-88d0-e86f62fd0764 · outbound

This paper cites TimEHR: Image-based Time Series Generation for Electronic Health Records.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? TimEHR: Image-based Time Series Generation for Electronic Health Records

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:44:15.936495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.240945Z digest=sha256:4d99715795cf9a0b396ac664b2aa50dc3a8b2665d8cd9c420a9b6c1cc5442d94

Observation e1bae93e-bec5-4964-9225-3179b7475fe1 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:20.716285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.285646Z digest=sha256:53dfa3a79e4586b3964f2758f1c0d0256689b190358de18f84c0c8efd22e05f4

Observation e2d48bc1-1b40-4254-a587-9e001fc85355 · outbound

This paper cites Reformer: The Efficient Transformer.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Reformer: The Efficient Transformer

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:11.374491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:11.374491Z digest=sha256:fea72e62d760d9027102d70938a40e7c7d46b69c875e6aaf9ae135a210aff4cf

Observation 398d0d34-37fc-478b-940c-f6080998d923 · outbound

This paper cites Koprinska, D.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Koprinska, D

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:20.531040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.433202Z digest=sha256:8c8eb93d7ff871c3388b577b7712e6176a14ff66877cd5e87268998bd68d98fb

Observation a637edf8-4686-43b7-9f51-ed78e05ba67e · outbound

This paper cites Lai, W.-C.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Lai, W.-C

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:20.431034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.467341Z digest=sha256:f9f5a5eaf528a6adcbd0f13e068176a39974056766d3d27511dd13eb9dd5a6ec

Observation 6d648673-db5d-49bc-bf19-43ab7682c4ff · outbound

This paper cites Lenc and A.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Lenc and A

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:20.272487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.530792Z digest=sha256:f7b8e5dcd6d1bcf5a3812d76def0e6974f7ede8ca02030002a6521ceb7d1d4c4

Observation 0f19604a-a7f9-46a1-8168-54d8c2d53b3d · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:20.174472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.581001Z digest=sha256:4b3a457d13f1494ec816bab03323fe2969d1cb4591db861bba580a909fa404d9

Observation ab2ee4ab-eb56-4346-a8e9-8d95cef90022 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:20.061614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.650865Z digest=sha256:ab9a329c29c6fcc4a9024c6baa8738559d5fdb39a84dd7838dc154f9296c2da9

Observation f81ccaa7-b092-41e9-850c-e7e79acce90d · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.989025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.733982Z digest=sha256:ff87e6055148ec9f21479012b2e7701842c84776aac2980bac25c4a4ba80bc47

Observation d2da9573-90f8-4ad0-a418-a6a04ec9c278 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.890366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:11.821523Z digest=sha256:3d1b833fa6adf1bf5d28ae6cf098fea88df0506bcdfffb1ea3cf5dbff8d09541

Observation 03f00d5b-7eb6-41f6-a1ec-aab00b63503e · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:11.905662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:11.905662Z digest=sha256:418f97777f658aa0ce0dd4c2c4f24d5b8e06075f4ee7711c0f842a11dac9a3e8

Observation 4cbf3481-8eca-40bd-9161-1d24f4b40d2a · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:11.975061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:11.975061Z digest=sha256:35ac6064768fdb3899bee80fa552fef5a6e66481f863726e5b7687a48b219467

Observation 113f1c72-5b22-4295-bf49-d113e0325fcf · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.783184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.046032Z digest=sha256:1c32741533570b61424b88ea2a3a112ea3289c5ac4656bc210226535abb0b00f

Observation 51d5b1de-24ac-4f45-a899-1b601e0844d8 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.690761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.132301Z digest=sha256:bf11a17220d5a57f732f9b150e0d317f9049a226a92c9311f6fdabd1b6d04bb2

Observation 2ac2e371-d861-4b18-8156-90205b3566ec · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.587723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.194951Z digest=sha256:38aa930f4e83c3dcdf97435fb88d19227003ee91eca1d131724a7ab93d9c01d3

Observation 3630d984-8918-4269-94d9-d0154c7b3d33 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.482632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.306100Z digest=sha256:f6d06c1fca7cf57e4eac3af646ad1eeec0cec8a0d3949a9dafbac4b1848ba2bd

Observation cad9fb3d-0bf4-4f66-8892-fad83c0c8733 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.337123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.383145Z digest=sha256:2ef088b033899bfb9b3cfeb72397d007b69550f57cddbf02b944ad60cc61206b

Observation 2f930ec4-8d98-46a8-9f7c-7e9657b0ccdf · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.232977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.462117Z digest=sha256:99083f750401d32ff05f07dcb0a09efed934f99745a7f24d185c95bc0fa859c3

Observation 68449e32-e6a4-49c2-9172-2f0b08127f06 · outbound

This paper cites Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:12.520125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:12.520125Z digest=sha256:62b3e11ed8c6063ff4d7bc72e6bd8afb8184c6526c37cb3a24723893f31af9ab

Observation 2a7e29a9-14d6-4350-863e-44ce327c4ec7 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:19.141639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.582800Z digest=sha256:86c063862448b3faae9d3ed6b7f054173afc65d694cedb84b6f732032cd1ea4c

Observation 2fc49929-47aa-4804-9196-dfe10bb822ce · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:12.702220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:12.702220Z digest=sha256:f533ad07653f016a5c67fa88bbec5294cb7e8d162b5671d7daa650301f75b663

Observation e5579fb6-6570-4421-a564-04e0c6890003 · outbound

This paper cites On the Feasibility of Vision-Language Models for Time-Series Classification.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? On the Feasibility of Vision-Language Models for Time-Series Classification

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:12.829018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:12.829018Z digest=sha256:70b0a1a3d89e6834e8564ec210fcc6c27d2a715db53a137c016291c02075488f

Observation 2d82efc5-dfd1-482d-a247-56adbf053a4e · outbound

This paper cites Radford, J.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Radford, J

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:19.014852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:12.924001Z digest=sha256:bb6da6c203b7865014d60df88bdb6f5e8f2fc33c355d40d4e3ebe65d8b2d6577

Observation 0c1e43c7-0862-4c66-8416-009e94824220 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:18.915005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.024182Z digest=sha256:a3a7fc2b8f5303acd6185efe6a2e60932ddd08d5e355acf169ec420ebf2bc4d6

Observation e7ba33c3-5ec9-459a-8896-c6c5f52c1995 · outbound

This paper cites Touvron, M.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Touvron, M

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:18.780174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.070623Z digest=sha256:290b74c9a9c62595643a47371ba5878d83410e667d9c50c2e82e3daaa198bd7d

Observation 28cb3832-e926-42fd-893a-5d2ea1a4618c · outbound

This paper cites Trindade.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Trindade

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:18.634451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.134534Z digest=sha256:6a7892d0441ce02373fdcc98b58abad120ffae82b0626d7cc3a1850acc5cbaba

Observation 844aa107-f157-4740-ad7b-afef5d558f80 · outbound

This paper cites Vaswani, N.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Vaswani, N

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:18.509360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.246402Z digest=sha256:805b228f91dd0cd42437ea4157fbef2e9f89cf09860b489efef59880f27327ab

Observation b2d2f7fd-e2b1-446b-8260-3311c9c5fe90 · outbound

This paper cites Wang and T.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Wang and T

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:18.388251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.318309Z digest=sha256:9fab5ce0518ad450be51a0395514143354e59874484df4b27f76803ccb3807fe

Observation 13f4e195-7f3d-4fbe-83ca-398f3b121501 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:18.121878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.449222Z digest=sha256:8b060d92bd7dd5e1f1bbcda1e51205fbf3c2bc664c91bbc9ed62e7bddb4d01a8

Observation 346ef2f7-d220-43f2-aba1-85e577352a3f · outbound

This paper cites Leveraging Vision-Language Models for Granular Market Change Prediction.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Leveraging Vision-Language Models for Granular Market Change Prediction

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:13.526430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:13.526430Z digest=sha256:7d24869f3c0d714cde95022978466beb9539b279a991850d65799b30998ace57

Observation 8bdb48c0-2bf7-4284-b11b-b3afcdb6476b · outbound

This paper cites ETSformer: Exponential Smoothing Transformers for Time-series Forecasting.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? ETSformer: Exponential Smoothing Transformers for Time-series Forecasting

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:13.603771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:13.603771Z digest=sha256:d450fbf6799a4d10a811eff292b2b905bd5835033d24b191dbe6773677cb1772

Observation ffe7ac81-2c41-4aac-ba9f-0e71021a6e0e · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:17.967526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.756484Z digest=sha256:1c3e62cbd2542b81de8d12d92412665dd8d27e71de0e8b8c3add891127e32383

Observation 77e83a44-4c1e-4fe5-a4b0-6d3caceb5cea · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:17.801674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.866597Z digest=sha256:05363eb7e89f6a3378baab1c1d7eac9f001fe912795df77a57c99dc4ee3c1926

Observation b34c4a6c-825c-4cc7-9459-f4a7018d22ab · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:17.665869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:13.977873Z digest=sha256:476a7d930f2724528a04c10fe8dc883a1d80301ef6d953060e962f50e1c35c1e

Observation 966408eb-0503-42ce-89c3-232d1cdfb1b3 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:14.072311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:14.072311Z digest=sha256:028f06a6ba2f25c2f1937896584d1b55ead120a077e7ef53743599fc86c906f2

Observation cf6b6904-39c3-4277-8f74-4e25b874fb2d · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:17.538558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.158844Z digest=sha256:9186ab0c49768d872496b22dba12bf58113cfd507c55b7a10f4e98d9fd408a82

Observation c0c91aec-5d9e-4e65-a8d0-586c115153ed · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:17.404289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.275414Z digest=sha256:1b986db2af3387ae600d9048fcb238db82b0d0010c5508d7869a7cac86739e64

Observation 1a523f10-7929-428f-a1b9-3ca66418e10b · outbound

This paper cites Zerveas, S.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Zerveas, S

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:17.268313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.401282Z digest=sha256:e665d09ccb964feb5f514f06f6fba57ab17559734b2568872fec5aef8a04b80a

Observation b05c7361-4b85-49d7-b034-2f67830ae101 · outbound

This paper cites Zhang, D.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Zhang, D

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:17.134701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.540698Z digest=sha256:6b60c1fd86740b8f3e74a44ec6ea3ea51ecbc2d17d252f4f84495758586436e3

Observation 7f389499-28b8-4783-bc8b-207f6c5bcc9c · outbound

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

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:14.668667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:14.668667Z digest=sha256:34a41adfa2672d2c120a9334c4e13feba1bfb409cc9f6a696aa00891119e46dc

Observation bb7d6032-ace1-498a-b074-cd4d3b51def4 · outbound

This paper cites Zhang, R.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Zhang, R

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:17.029300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.769762Z digest=sha256:3871e1fa5a372c515bd7669fb43be64640964ec040d65bed610bab5e2fcdfc93

Observation e18a73ec-32c2-41bf-b9df-3d3d52a2e65a · outbound

This paper cites Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:14.849109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:14.849109Z digest=sha256:561bd9f76c611c0c5a10a590a9d5a95f1980c67e859311f6676e81924fcc0c06

Observation 83f433ca-98d1-4829-a2ba-07e6d25cce27 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:16.861511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.930096Z digest=sha256:eb3b0d110c98e636596ff38cb61746215c359514c6a6917b0c51254e6bb4805d

Observation 38bd0310-c69f-4119-8ef4-a1a93c71f8c0 · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:16.689959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:14.991563Z digest=sha256:789bdbf894251d5b12205ba224a52b3394c7f9f9fa4615eeb074f7c240242631

Observation 6aaa09c0-d5d3-43e0-a06d-5c06bf53ad4f · outbound

This paper cites an unresolved cited work.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:44:16.437603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:15.059748Z digest=sha256:1cc26ce2d1f05af5cbfa544679b17aa9adf4d0a745c290a5c2e9033288c25618

Observation 24b0e36a-82f7-46f5-a395-5aa0c8340683 · outbound

This paper cites Zhou and R.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? Zhou and R

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:44:16.278645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:15.129019Z digest=sha256:cae94068eecf97773026b6bf4777c0b4ab5339aa5ef2c06a55143433a95ad3b6

Observation 76185f62-ebbd-46ab-ba68-8f4e11e12410 · outbound

This paper cites See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T12:44:15.160642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:44:15.160642Z digest=sha256:e18988bdf4f9da1952adea78f622e79d27f7618a73fe63540a3d1429a256fee6

Observation 49670b2b-21db-4d7e-84c7-6f97fdb9b50d · outbound

This paper cites forecasting periods.

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? forecasting periods

Reference 68

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:44:15.460635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T12:44:15.190078Z digest=sha256:a5f438535eecf83682487bcffb4edf6d2e6f8e3b49da57c0badc7bd3d5bda28b

Pith citing papers

Observation a6f643bb-9908-447c-9ac7-c30eece1f7ae · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 128

Resolution
verified exact
arxiv_id, observed 2026-05-19T09:32:15.656955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-19T09:31:55.829045Z digest=sha256:a35a4c0497d663f5c33ca849f65793c641b7f88e0acdd0c2e7d0525b22f55e7f

Observation 37c8c514-ea71-4243-888f-106e2da05f68 · inbound

CLIPTime: Time-Aware Multimodal Representation Learning from Images and Text cites this paper.

CLIPTime: Time-Aware Multimodal Representation Learning from Images and Text From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T10:10:57.584389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:10:57.584389Z digest=sha256:5e20c43a2633d4f23aa437318d25ed6b37349c269dbf59996634a459f77ea347

Observation e6969369-5414-4349-b8df-24f857f311e9 · inbound

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection cites this paper.

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:08:21.802380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-15T00:04:05.071623Z digest=sha256:16ba1a4d008ce870bde33f8949da61e28342d9e3f0712196d01194ea7950bb4f

Observation 3e214b86-5429-4023-a875-c412ee228a4d · inbound

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection cites this paper.

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-02T17:22:59.848723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:22:59.848723Z digest=sha256:f011b6d8594356adc7e60dc0cbcc0a0cb79ddc956ede6f1f30f832c1264d613c

Observation 2a7955f3-deca-42dc-9a75-456c3a369443 · inbound

VTBench: A Multimodal Framework for Time-Series Classification with Chart-Based Representations cites this paper.

VTBench: A Multimodal Framework for Time-Series Classification with Chart-Based Representations From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-05-12T09:31:26.942326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-07T10:34:08.828748Z digest=sha256:2a10f823cb66a6ce22c79eb6dfd94fa70d0c276f651929e2db3c2fb459f471cd

Observation d8d392f1-6c03-4462-a32c-1149475253e8 · inbound

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:01:25.313541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-12T04:40:23.895430Z digest=sha256:af2d5de7feae9ca06a0f4d74fa076b10acb8937691cc5a5da294c24393f20657

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Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?

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arxiv_id, observed 2026-05-20T22:49:10.335025Z

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source=pdf_text observed=2026-05-20T22:48:49.322744Z digest=sha256:480a456087177c8d570fc35dfe2f9a30e1c5dfb153891fca1c546908bceb7ba5