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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.392482Z digest=sha256:f7c20320bcaca1f8ba2156915e8146c8d44665157c7a99821be552bf6499f354

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:cbb8ebc79df939304f9a88eeaade8dfa9d34c426f311dca973223792a5f640ce

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.594054Z digest=sha256:717fd48b413010f68a2323a28936d8854bdc62a61588ae92523f59b0a8ff6fdc

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.617596Z digest=sha256:0fd6f0a23cf81f09c3c481fad28377a8ffcb43ebbfaa785c89b57d6f812e32b1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.655645Z digest=sha256:8f32e1e79ba88fdd81cc54cde4e4996841f0cb6f735b26811aec5e6cc67bab38

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.717810Z digest=sha256:5fb97f979555f3dc0ef09dc603fac215e9a8f7881ba4d40d1509ed4595d60d7e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:09.835095Z digest=sha256:40c7e1c734a850893bbc38e29058ae5b83f33908e309f2f1676c3ab952460646

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.025150Z digest=sha256:c6d3726ae43d9bb4966f9475d3bae1b440f4bd02ac78bb638107bd928511a2db

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.168650Z digest=sha256:21d90516f38c18493ef772fbd2192aa4cc89e1bf54279b9d2b25afffa3d01326

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.363989Z digest=sha256:e80c641f4148a766d8035e2e58bed5dfaf0f03a76a65b3c4c02eda4d207e703f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.516190Z digest=sha256:f1df15e13a4102ac703483bb6ea2bfd2799beedf63ed415271a55411ffbd0bfa

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.588595Z digest=sha256:17d03777545e47e0f25ffdad17da79e7342ecb46a98cb7b15658a1ed62f2148e

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:bd7a0b193d8fce4c9ffeac6faeead2197ec253a4aa4fda5e23f3009b4f8b6d21

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.728457Z digest=sha256:678464be014ca02aabbc70b87d42017f44cfacdb76d740543c7aba0bdee7cc28

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.798181Z digest=sha256:2f92f503c1011a4efeeb083c5f8ff0cc03009e1a8f36f5047e0d3dcbd561f44f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:10.869626Z digest=sha256:081fd44690ec345721078ca7761b4778c1d704b458f182aa5276f3057758a330

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=sha256:9905c0dd1018e47133569952035548ec7623fa9d5b0eb8266b5f2cbf4607567f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.013760Z digest=sha256:9e28abdc2e9546a59f690148a336a1ebeb85286a19df9103badd9332758c51bf

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=sha256:194c1b060cefbc64df5580de73649c7f4977255c61648d551cdc3e39479da960

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.130301Z digest=sha256:0835eedce4a5264a8ce11e303259303b400e3483f847565f8ed7fd76324f0950

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.240945Z digest=sha256:2bb8ff545bcf4bb423696ab80210922323050165bf3272650d8a1756607f9ab1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.285646Z digest=sha256:48e25acd3065e4782e935c32bb45cb32d1012e73edf3d876a04b8ad18f381ec9

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=sha256:4f368168ebf8446a343022727b8ab4e77c9c9d3c44981e4e603f1573cec6b3d2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.433202Z digest=sha256:8731dc9e6123730b74119f02e08ab340068901c1466a17222c6ec5363609160c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.467341Z digest=sha256:bea52e03bb0342c8266d4af980c5a9309e0629995d5ccdfc6f690263bc0faeb3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.530792Z digest=sha256:bb194091e1df45aac5d0700468d1639b475eb6be87c96f4e90aa45c9a4b63c6c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.581001Z digest=sha256:b2f66c0479aeaf59806ea955e43ae315c09508eb0e4f58363aa41a97785c807a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.650865Z digest=sha256:9c9b26cb956004cfef6d915889ce0ff4369d49dbfcd6022f15b07f665221175a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.733982Z digest=sha256:efa6aebd74899d6186a87377d0b93468301d80b2766858ebe984a5f537ede7db

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:11.821523Z digest=sha256:3236bc5aaeb90440bd09ffb02157b1d24185e6d2fe5322c27ecf395a5f806adb

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=sha256:7a1641f25e39509a557a74b38db03700fddfa353f7cd022e76e9ee8b2980ba05

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:f33487820872a64352fdc36b224e7c2d5a22fd569453a727d2ba45a748434767

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.046032Z digest=sha256:79148614c68a1b46f72d28dd637543a3b39a462199a5d8ac25eac1ed4babd3c3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.132301Z digest=sha256:6365847476192a5f49890d472102f1e8f1d77f522b8e74d7d74ac87f3d8fbf27

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.194951Z digest=sha256:5eaf8037f8eac6410824c88108377ca6c2ed8b523ee4bd68ff8bd7b042dcbfa5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.306100Z digest=sha256:fba0bee48875d6717ac405c82e15c97c1418621c109ffa3b0b9f2e2150fca21f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.383145Z digest=sha256:6bae1406fd9a639cba4a0e93f46337381148c2f8bc74cf49349855db6409afa4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.462117Z digest=sha256:817b7bb342efffb4fa879dea0a9a4f13174fff14a3dbcd8d0ff515367b9f1c30

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:fe4896d1dc3c150b6ee78a72758dff612da4303eebf17aedf658a04ea996982e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.582800Z digest=sha256:ab35e2261ef90e848581b8cb1bab49ed30682a9e698ebd201ede1d79a6b0b522

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=sha256:70f7839349b7e01484437ff73b3b032cbf26552b8fee4ab11f020fffc3643fb7

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=sha256:3ab5fae3ea34a1d9b63db2509254eaffbb7bea115c6533346dd678e4126b2042

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:12.924001Z digest=sha256:be092a14455e0554c848067494b0aeecfeaf5ee30e358962f562247a61757ef0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.024182Z digest=sha256:bb15b31a3cc4578bac33baae923dbd1ad36acd39664e4e9cc3aba3af9541f24e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.070623Z digest=sha256:acd40835fe3cd2d06b75adee3e40a5a77b5e5330d6d76bb61dc34837853c8283

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.134534Z digest=sha256:109d7e9b47b2f6880b92ee79bb2497f299b97c40457b78bbd56417e6cce364ef

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.246402Z digest=sha256:9292a632a8d789f84c72438009ced54e85160283c3ad32ec769c388e89daab2f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.318309Z digest=sha256:4bda6385c7dcab3b17cc2b3ba2edf7921540da7fe47aec57006dfa9b0b2e5ec7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.449222Z digest=sha256:6e21410e55d41ee6c40052290936bd3bfb029d7d2467996628345372b41e6c6d

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=sha256:4dc3552b4319beab3d4eac7c5efddc8cc3cc9bc89b548ab0d1d280068c7eb37f

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:c09c6bf061979aac65926a488f59360c2e6675c46557fa71ed128fc1f954d464

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.756484Z digest=sha256:1425fc2fb9c1bb61ffa208202651ec21e6025486b0f83bbf914e864ba5914fcc

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.866597Z digest=sha256:2174cd219820360f58b40b561ee814076fbaeb716fb7a2c0ef87ecf0cf67f78a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:13.977873Z digest=sha256:953d03d14ca78028ee89b2a81a94b7d19078a5c9e6a744f0016d18afcfe7f3e3

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:a6610e53bcaea7e46711d085093837a7eb2fb6247733d2a25819a7151da70cd2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.158844Z digest=sha256:6fae8e4b4d5ddcb603ed247f9ed775718b55b01fd5e755dd0b96ee145824764a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.275414Z digest=sha256:01e94083aed7ea2ae19303a42c694d540325d5e4db53e5c56223713dd1af6dc5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.401282Z digest=sha256:5915976f00897b85fdd01ef57a1f81e16eb43f11aedc66e47ab3f4cabba71b5d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.540698Z digest=sha256:8f0f29df5c9b319652fbd699455e460d3d896d6ece2bac1ed2241e7a67350ea9

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=sha256:0f27078d2174c6540e78d4d26dcb585821965567a07ac9f56e91e66a1a19729e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.769762Z digest=sha256:3447569ea295f8518d63fd678a2da927212d69634e38dfb6f681487b47c5efdc

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:d1d304f998319da2a65d2fdf87174bdb83e5747a1670e8f43aaa36bfb8a9f990

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.930096Z digest=sha256:7699ccd8ecc0307c1a04d8b82f2bc52bd33517f6e5839c33404e665c6982a8c1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:14.991563Z digest=sha256:0e33b22d07442d64a946e91a0df615590d5b5dc52416b4bb482fcb4053a34966

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:15.059748Z digest=sha256:32b77f4a80699e73257524fda8885d48a832a523b45202dd83ae87af567a51ac

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:15.129019Z digest=sha256:747643cfc63665032b09f1e49163adfa3a77a1900ce6b7fe2835ef440b3e2998

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:db452f08b167c194ca401f9d716aae43dd6f2313b74a020bf2b5ecef6ef48c40

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:44:15.190078Z digest=sha256:8a630ae3973514cf05c992566345c464656638b242c06c4e28f59f2de83dec2f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T09:31:55.829045Z digest=sha256:8cda8f2257cf2b9a427b83b3f59cbc2099ed03662d4eaaaafb9b1de549072244

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=sha256:4fd09e8d7745bc3d64448ea0f6fa44340cc1e70f9d84ad26d2ff791ba1607add

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T00:04:05.071623Z digest=sha256:aea1d864b0cca0b156d8a05732cd92fa89b5113605e73d314249949033d824e1

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=sha256:0a5a0a207dacbd3704ccc57ac2ec0f8eeecf98b35f23ea0998f025ded169402b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-07T10:34:08.828748Z digest=sha256:0117e4c756e579b3de839de3bc6e2b7adf92a057ce6e0bb992936cc034055d56

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T04:40:23.895430Z digest=sha256:dbe690931788480002bf4e8919ac3d624549b5057e3c0af30dd5520e7616a10a

Observation 5e1c1c25-9d44-4d2b-b297-bc38a73bf06a · 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

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

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