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Paper Citation Record · LEDGER

Transformers in Time-series Analysis: A Tutorial

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2205.01138.

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

pith.paper-citation-record.v1
2205.01138 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:08:16.881926Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T23:29:02.148545Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 3d8a0d81-fc8a-43d6-8a88-ebadc33c0bc5 · inbound

ABC-SN: Attention Based Classifier for Supernova Spectra cites this paper.

ABC-SN: Attention Based Classifier for Supernova Spectra Transformers in Time-series Analysis: A Tutorial

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T12:08:16.881926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:08:16.881926Z digest=sha256:efefad92f1adfd83bdc2468ecd1c17ba01bb0a94b0abebad302744c68a1d50f6

Observation 9ccd7dc8-e0b0-4d5c-8252-09bc4df36ab0 · inbound

Pointwise is Pointless? A Multimodal Ablation Study for Precipitation Nowcasting with Graph Neural Networks cites this paper.

Pointwise is Pointless? A Multimodal Ablation Study for Precipitation Nowcasting with Graph Neural Networks Transformers in Time-series Analysis: A Tutorial

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:29:02.150332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-26T22:19:42.637804Z digest=sha256:0490eb300f12e1eeedd0f750fa94c60f783ab05cf6677788fe86983dca1593b9

Observation 1178548a-2cab-4987-81d1-edd346016f67 · inbound

How Low Can We Go? Minimum Spectroscopic Requirements For Supernova Subtype Classification cites this paper.

How Low Can We Go? Minimum Spectroscopic Requirements For Supernova Subtype Classification Transformers in Time-series Analysis: A Tutorial

Reference 216

Resolution
unresolved
no resolver link, observed 2026-07-12T01:49:47.560255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T01:49:47.560255Z digest=sha256:5594deb7038c49576fb735254b31eeb54cc5a7613d7c6cf334f1303f1eeb9bd9