Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:05:28.789118Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:05:28.789118Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-07T05:45:13.969847Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T10:31:30.369100Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4f2178eb-984a-4eb3-b39d-6119d5f5e73c · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 1
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Observation 6deee2cd-8eef-4f78-a3bf-a168b6998dab · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad562d52-02dd-4485-94e3-4c17d0e2010d · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement The UEA multivariate time series classification archive, 2018
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 488687e6-59ec-45a4-a0bf-cc07458a9701 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1985151-b160-4b34-a707-ffb4a4831341 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d149844-34fa-4e88-a104-0f3dab0f622b · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6c052f9-c3f0-4d10-897f-6ea7481427f2 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2c09e53-8542-438d-bf25-6795b6415fa0 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 8
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Unavailable: canonical work link unavailable.
Observation d951134e-417f-453e-b095-6e1d130304d6 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54059dd5-b0f0-463e-80ce-49a1c6fa2f99 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 10
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Unavailable: canonical work link unavailable.
Observation 9f4d2620-80fa-49f4-a079-5960c1b0ee83 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 11
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Unavailable: canonical work link unavailable.
Observation 687865db-a1b3-47a3-9882-bb9cf4e74446 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 12
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Unavailable: canonical work link unavailable.
Observation d411724c-4426-4705-9b4a-28f848984898 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 13
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Unavailable: canonical work link unavailable.
Observation bfb1aae8-6f60-4d29-b225-83457090a025 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 14
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Unavailable: canonical work link unavailable.
Observation 33e6be16-fbf8-4c1f-998b-a9f002218a5d · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d53feca-f8b8-442a-8fe8-f3060256d4bc · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ae821ad-3984-4291-b879-050a1bf99a9d · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 17
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Unavailable: canonical work link unavailable.
Observation 9ff31dad-7bd9-4d00-b94a-8b5f47e38dd6 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 18
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Unavailable: canonical work link unavailable.
Observation 7a65d2d5-580a-4c59-9638-4570f700e700 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 19
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Unavailable: canonical work link unavailable.
Observation d4d9f9ac-9d47-4aed-a4db-c1ba6cc3c65f · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 20
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Unavailable: canonical work link unavailable.
Observation b1a4152b-b016-42f6-8053-07d7c1d36820 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f38aea66-6f9b-479d-bf8b-5c8a99238195 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 592a9fe8-4c4a-4703-8aaa-cfbc78722dd5 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 23
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Unavailable: canonical work link unavailable.
Observation 629b6a41-a755-4f84-9262-3ea226908100 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 24
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Unavailable: canonical work link unavailable.
Observation 43248d33-f384-469f-bb9c-e63500eb8390 · outbound
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.
Observation 8a57a5e8-d2c1-4308-a9c3-76354dcbfb24 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 26
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Unavailable: canonical work link unavailable.
Observation 8e6c8cfa-c259-4098-8ba9-214dade833cd · outbound
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.
Observation 38223a03-5b13-47e1-8cae-ae5a8a63973e · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 28
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Unavailable: canonical work link unavailable.
Observation d0865116-70a0-4ca7-a6de-86b1789b5ea3 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 29
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Unavailable: canonical work link unavailable.
Observation 4d0ea5fd-141a-4253-85f1-904088642f60 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 30
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Unavailable: canonical work link unavailable.
Observation b3d53881-f29b-4f31-b5cd-9505e9bb1760 · outbound
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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Unavailable: canonical work link unavailable.
Observation fd2689bf-a53e-4f20-9e35-4ee8f6ab5684 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 32
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Unavailable: canonical work link unavailable.
Observation 88687f61-3da4-4752-8368-ccb701de9a15 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 33
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Unavailable: canonical work link unavailable.
Observation ce216674-419f-449a-aa29-6955086a663b · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 34
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Unavailable: canonical work link unavailable.
Observation c0eacfe6-a29b-4306-a8c9-ac1f71dae051 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 35
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Unavailable: canonical work link unavailable.
Observation f34a9e27-9155-4726-8ee5-16407bab0649 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 36
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Unavailable: canonical work link unavailable.
Observation c26dddc0-7eca-4cc8-abd5-9d8f5e5e577f · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 37
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Observation 1aa25240-519d-4575-a610-86250cb87dd6 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 38
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Observation cac90bea-34a4-4cb3-942d-49b5debe4231 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 39
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Unavailable: canonical work link unavailable.
Observation ce284fc3-132c-4d45-b4dc-922a750e4fe1 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 40
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Unavailable: canonical work link unavailable.
Observation 8a130803-5c9d-4e07-b111-17fadb94ff18 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 41
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Observation bdf8ce57-c089-4900-9c91-d16d96b4b44d · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 42
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Unavailable: canonical work link unavailable.
Observation 8e0a4694-79b2-45a8-a6fd-85729d377c17 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 43
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Unavailable: canonical work link unavailable.
Observation 6da0d577-196e-43a6-93ad-43de30b0ede5 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization
Reference 44
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Unavailable: canonical work link unavailable.
Observation 05aea2ef-79c9-4792-93d0-2416ad29e932 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 45
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Observation f87f219f-3e20-48e9-b92a-c3496e746fb8 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 46
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Observation d4217233-9a97-457c-9a8e-1ab906cdf28c · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 47
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Unavailable: canonical work link unavailable.
Observation 52a367e4-2a2b-4aa3-b6b9-62866da70675 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 48
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Unavailable: canonical work link unavailable.
Observation e755602c-61df-478e-bd20-294616933fae · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 49
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Unavailable: canonical work link unavailable.
Observation c574c7fe-920c-419b-b006-eeed60c5700b · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 50
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Unavailable: canonical work link unavailable.
Observation 49c152df-a723-49f1-85b6-6fa11d0f3d4a · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 51
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Unavailable: canonical work link unavailable.
Observation 9c71a232-9d7d-4b43-9b6d-9a3f844a35e7 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 52
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Unavailable: canonical work link unavailable.
Observation 4a037f1e-da46-4f58-a4be-57b16dfcb319 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 53
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Unavailable: canonical work link unavailable.
Observation b4861632-6ce0-4351-8a53-ac966c9d05b6 · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement Unresolved cited work
Reference 54
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Unavailable: canonical work link unavailable.
Observation 31f89248-1bb1-453d-998d-419f9ae3ee7c · outbound
InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement InProceedings of the Thirtieth International Joint Conference on Artificial Intelligence
Reference 2021
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Unavailable: canonical work link unavailable.
Observation 6b0568a0-65f7-4a06-944a-f3c27c347078 · inbound
CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement
Reference 25
Source-reported events for the cited work
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