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Paper Citation Record · LEDGER

Transformer Multivariate Forecasting: Less is More?

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2401.00230.

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

pith.paper-citation-record.v1
2401.00230 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 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:44:37.741777Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T22:25:24.972421Z

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 47b7b396-2cc8-4173-9b52-834147af03f7 · inbound

Continual Low-Rank Scaled Dot-product Attention cites this paper.

Continual Low-Rank Scaled Dot-product Attention Transformer Multivariate Forecasting: Less is More?

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T22:44:37.741777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:37.741777Z digest=sha256:312a08f28f1e93d3a0731e5b24afc9c242a496342e01ea2abb84bc556aa5be5c

Observation 6ceebbb4-30cf-41ba-a70b-9d01989933cf · inbound

Revisiting PCA for time series reduction in temporal dimension cites this paper.

Revisiting PCA for time series reduction in temporal dimension Transformer Multivariate Forecasting: Less is More?

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-11T00:42:13.001482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:42:13.001482Z digest=sha256:62732cee75585d378e5bd2e3edebf4eb807105ca1bda60b619ea1e28a704eb7a

Observation 83aefa75-6ab4-4eee-9a73-b89509e83dc9 · inbound

Time Series Language Model for Descriptive Caption Generation cites this paper.

Time Series Language Model for Descriptive Caption Generation Transformer Multivariate Forecasting: Less is More?

Reference 70

Resolution
verified exact
local_arxiv, observed 2026-08-10T22:25:24.980925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T22:25:24.873170Z digest=sha256:8547efedcd4e9ce22b4eab6a71c59d7392850296519201a511b1173f9001e9cf