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Paper Citation Record · LEDGER

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement

As of 20 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2601.14968.

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

pith.paper-citation-record.v1
2601.14968 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:05:28.789118Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T05:45:13.969847Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T10:31:30.369100Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved55
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f2178eb-984a-4eb3-b39d-6119d5f5e73c · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T09:05:23.281783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.281783Z digest=sha256:5e625b3c9a8afb6e4d06f72a4e0a11b799b92f413d14e45e024c9aad11bde2f9

Observation 6deee2cd-8eef-4f78-a3bf-a168b6998dab · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-03T09:05:23.399886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.399886Z digest=sha256:8ad8f242f0ae92372a603cb8a0754a427ad43d395135ee7fe9d0a842f13d5d28

Observation ad562d52-02dd-4485-94e3-4c17d0e2010d · outbound

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

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement The UEA multivariate time series classification archive, 2018

Reference 3

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no resolver link, observed 2026-08-03T09:05:23.494391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.494391Z digest=sha256:d3937dff6f61285720660ac439695bc3b1a9f45d26e4d1ba4ee1e316c41d582e

Observation 488687e6-59ec-45a4-a0bf-cc07458a9701 · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 4

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unresolved
no resolver link, observed 2026-08-03T09:05:23.627969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.627969Z digest=sha256:831815f045500c5dd831b09b4d430faa8ede4c1544b2eba9815e7a9ad26748bb

Observation c1985151-b160-4b34-a707-ffb4a4831341 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T09:05:23.737936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.737936Z digest=sha256:183f6435e9297f18d15892dec9061804c21c8e6f3f04873ec3aa57fcd7e654be

Observation 4d149844-34fa-4e88-a104-0f3dab0f622b · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T09:05:23.798924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.798924Z digest=sha256:547292e02204a4e55b478c31111a3f047bc684ef6bd4670cb92bbb60f3e77002

Observation e6c052f9-c3f0-4d10-897f-6ea7481427f2 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T09:05:23.913495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:23.913495Z digest=sha256:93611a348fc93886dfa6c0b010e90941d83a3417ad524c8f0302131e6085631d

Observation a2c09e53-8542-438d-bf25-6795b6415fa0 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-08-03T09:05:24.030246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.030246Z digest=sha256:ae8b727f426a212b2105a622ace5196442c8c13c5f0a24831ac978b6c311af08

Observation d951134e-417f-453e-b095-6e1d130304d6 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-03T09:05:24.181419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.181419Z digest=sha256:724685ef0e793cd4a9bb74703764721e850345d1af7c93b23d66ac53ec910b53

Observation 54059dd5-b0f0-463e-80ce-49a1c6fa2f99 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-03T09:05:24.250308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9f4d2620-80fa-49f4-a079-5960c1b0ee83 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 11

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unresolved
no resolver link, observed 2026-08-03T09:05:24.380472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.380472Z digest=sha256:f77938b2b36d4d16ca3b69913082f4c675043134cf6f48f7d645969b1a954315

Observation 687865db-a1b3-47a3-9882-bb9cf4e74446 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 12

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unresolved
no resolver link, observed 2026-08-03T09:05:24.500103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.500103Z digest=sha256:ad95bfc3d9da6b7c8ba0b900a472c22b63957d8e11df43ecc7891fa4dec6f1cb

Observation d411724c-4426-4705-9b4a-28f848984898 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T09:05:24.649157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.649157Z digest=sha256:258fd79c38bac416e8c4e3eaac08c163eaaca4966638c4287e7db77a47b4ee49

Observation bfb1aae8-6f60-4d29-b225-83457090a025 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 14

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unresolved
no resolver link, observed 2026-08-03T09:05:24.791281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.791281Z digest=sha256:eab50af0d479316d68d3c43d91053646fd620a734c5a828804bab36f6148c460

Observation 33e6be16-fbf8-4c1f-998b-a9f002218a5d · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-03T09:05:24.939462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:24.939462Z digest=sha256:ff854e88cfd1833058e6c544221c0958a1990398db88906f4f767394b1197718

Observation 7d53feca-f8b8-442a-8fe8-f3060256d4bc · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-03T09:05:25.077399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.077399Z digest=sha256:844331e4ff0879443e4e71a6cab6b68b33e655b0eba1d842a48389cf0937fe68

Observation 2ae821ad-3984-4291-b879-050a1bf99a9d · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-03T09:05:25.115940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.115940Z digest=sha256:41dc880bd0a29c040403643bf8ef013baeb78302a58119a6d128bf4a8bfea477

Observation 9ff31dad-7bd9-4d00-b94a-8b5f47e38dd6 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-03T09:05:25.195005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.195005Z digest=sha256:40694ca2bedd6b973261d9473e782ca07404131516049269051934e49f1c3332

Observation 7a65d2d5-580a-4c59-9638-4570f700e700 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-03T09:05:25.336795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.336795Z digest=sha256:c93028893bf6c1e707fb71ba3146847c8b596cb98efa345ecbf93c8000cb1dc0

Observation d4d9f9ac-9d47-4aed-a4db-c1ba6cc3c65f · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-03T09:05:25.407221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.407221Z digest=sha256:b942ee90e9be3785659dbfa904287ac27e3c876dad53568c2dbb2b1d4137738b

Observation b1a4152b-b016-42f6-8053-07d7c1d36820 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 21

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Observation f38aea66-6f9b-479d-bf8b-5c8a99238195 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 22

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no resolver link, observed 2026-08-03T09:05:25.626925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.626925Z digest=sha256:e6a3d2a951a09d7d7d179859f5d7c7b7368cd68f104e811c39dbe0c6ad91541d

Observation 592a9fe8-4c4a-4703-8aaa-cfbc78722dd5 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-03T09:05:25.799015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.799015Z digest=sha256:f5beb8e1b6416fbad5fd9169a18025a884fb42e044257372664e58576522f434

Observation 629b6a41-a755-4f84-9262-3ea226908100 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-03T09:05:25.880623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 43248d33-f384-469f-bb9c-e63500eb8390 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:25.964919Z digest=sha256:02bb949406d3a7b2e6a09a29cfb18d80a2b75d57c83fb828d4b993744b409e1b

Observation 8a57a5e8-d2c1-4308-a9c3-76354dcbfb24 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-03T09:05:26.078638Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:26.078638Z digest=sha256:99febe3a8af5aa0926223723f078e088084ea86bbd2e535f2924a7939d8cb04a

Observation 8e6c8cfa-c259-4098-8ba9-214dade833cd · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

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Observation 38223a03-5b13-47e1-8cae-ae5a8a63973e · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-03T09:05:26.386174Z

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Unavailable: canonical work link unavailable.

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Observation d0865116-70a0-4ca7-a6de-86b1789b5ea3 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-03T09:05:26.460588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4d0ea5fd-141a-4253-85f1-904088642f60 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-03T09:05:26.572050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:26.572050Z digest=sha256:0fec8db2d6e36536a6b6bd87ccfb2fb97cd7ea4c1e37bedc167a4aa95c236166

Observation b3d53881-f29b-4f31-b5cd-9505e9bb1760 · outbound

This paper cites Gated Transformer Networks for Multivariate Time Series Classification.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Gated Transformer Networks for Multivariate Time Series Classification

Reference 31

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no resolver link, observed 2026-08-03T09:05:26.645474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fd2689bf-a53e-4f20-9e35-4ee8f6ab5684 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-03T09:05:26.780575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 88687f61-3da4-4752-8368-ccb701de9a15 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-03T09:05:26.887905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ce216674-419f-449a-aa29-6955086a663b · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 34

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Observation c0eacfe6-a29b-4306-a8c9-ac1f71dae051 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-03T09:05:27.073016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f34a9e27-9155-4726-8ee5-16407bab0649 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-03T09:05:27.132211Z

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Unavailable: canonical work link unavailable.

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Observation c26dddc0-7eca-4cc8-abd5-9d8f5e5e577f · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

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Observation 1aa25240-519d-4575-a610-86250cb87dd6 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-03T09:05:27.331932Z

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Observation cac90bea-34a4-4cb3-942d-49b5debe4231 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-03T09:05:27.466973Z

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Unavailable: canonical work link unavailable.

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Observation ce284fc3-132c-4d45-b4dc-922a750e4fe1 · outbound

This paper cites an unresolved cited work.

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-03T09:05:27.565101Z

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CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting cites this paper.

CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement

Reference 25

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