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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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=sha256:4ddda14e5c02bd7eac21e39bebbfd0d4a841f68e5720b292fd69688f64768bd8

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:f2ef4d8b9f7fc6689453514d28c1a663dd74b39b9e8202d164aa497d29f8107d

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=sha256:1bd212d1ffc02653a73dad9888bf281f378e9fb7c6497303be6b07aa98988e18

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:c95dba6dbd88c4f8edb858131bf45b1a2e82f31ac752d8001d73d4e5e946bedc

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=sha256:9943e64ae9b7cb5d5811b40450cbdc40aec96c9ce61dbb3e9ad0d33d67e6c115

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=sha256:3dce84b2dfe423a24f4ddca8f3693c66d287aaf9c86852ed705b0ded40b9c0aa

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=sha256:6ac9f4701b09c7cf8d1f4851d4af040b610a6ebd2fcb5cb81a916b2d20ad8a4f

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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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=sha256:9c931471c4b3e2e474d5500c5f7261afee3db2d1ee0cb60608cbdf158c437ae5

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=sha256:5592d2dac6cbc54865c018a24f090ceca18b8fd96555e66a393e0713caea7a3a

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.

source=pdf_text observed=2026-08-03T09:05:24.250308Z digest=sha256:86b1b7752a6943444ce065ccae116d22eb8ab048360854fa860338630c28bb6d

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=sha256:3e72d5bc8ded6429edf88bd3c21bcb3675c5bf9970fd468d20368c27fd47ca2c

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:f75ff7bc5c2d16e2559b14680fa17a3051180ad6e42ee570772250d298570888

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

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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=sha256:2415ddbf9a5e888ed849d9b77749680b267a743c600f65b320332cf1820fff77

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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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=sha256:5e53cd33bcc696e13e5890e3aa5dd921ae2c2f3b413b18e1d34a913ffa6c7b5e

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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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=sha256:79a7243aee7ebf3e47df9b5cdbf0c39d30d7ed560cd9457d6732287c6ecb4f4a

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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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=sha256:79b9478b2251da79a8bf85d97e2b4cba945efc8b146be45e2b8362457c3bea06

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=sha256:8bcf3281f6b605f7a882fc0d4672158eec3924dff4f8443f0f8dd966a9343e01

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=sha256:06c384469f00127a648d4199323af8e34fd461abb2ed4681bf4309db7e04a26d

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:de1455eb7c4f7de34d5011a0ec61884bcb347b487895d5d93061f2fbd85398aa

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=sha256:588c5167b1623259eb8dbf39ff1c295f54cdeb34a41c7f431881ca2d676c337a

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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Unavailable: canonical work link unavailable.

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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=sha256:6b1f97e55646f341810e58273a76bede8d9d793bd78d550f9b05212b3b002aef

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:a1bef6d48a1ae1215e17c6108bc9ef47a6e66c78cdac368ad3ee09cb2e9bb7a9

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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no resolver link, observed 2026-08-03T09:05:25.964919Z

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source=pdf_text observed=2026-08-03T09:05:25.964919Z digest=sha256:3e277c0cf7b48b2494c766df325d2176e4e65165761619659ec6a911e7c477ce

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.

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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

Source-reported events for the cited work

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:e855b526a473365d72f6c5600248a024914dbfa5c378d4a837c4f1a1046c63c8

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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unresolved
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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no resolver link, observed 2026-08-03T09:05:27.004749Z

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Unavailable: canonical work link unavailable.

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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.

source=pdf_text observed=2026-08-03T09:05:27.073016Z digest=sha256:2e9f5ca9a33e0ce972d605af98a33026b10e08c096bd80f86760af11e2ed6f81

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:05:27.331932Z digest=sha256:23df599a1f9ae1c01608c8233d01a5607db5ac0f179faa8c1a12fcc92805adaf

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

Source-reported events for the cited work

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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Reference 2021

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Pith citing papers

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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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