Pith. sign in

Paper Citation Record · LEDGER

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts

As of 12 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2412.13957.

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

pith.paper-citation-record.v1
2412.13957 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:42:50.083977Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

  • verified exact2
  • verified fuzzy6
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b411c01-f5fb-4aa2-a0d7-3421cf1a204b · outbound

This paper cites Al-Dabbous, S.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Al-Dabbous, S

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.449135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:49.995345Z digest=sha256:f7229add6db41c2fb35fcfc110c376a95b8eafe9576f2ef217a91a58ce5d0dfe

Observation 2696b014-7f32-487e-bb12-3c5b8300978a · outbound

This paper cites URL https://confluence.ecmwf.int/display/ CKB/ERA5%3A+data+documentation, known issues with analysed near surface winds and their diurnal cycle, Accessed: 2024-12-05.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts URL https://confluence.ecmwf.int/display/ CKB/ERA5%3A+data+documentation, known issues with analysed near surface winds and their diurnal cycle, Accessed: 2024-12-05

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.423303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.018450Z digest=sha256:f0b0cad5e93303cc66e8b230d9a12522a13e64f2d85aa8f39b51a7b8a2fd59e7

Observation a19b4bb1-9a85-487e-a1b8-8e551aaf2a51 · outbound

This paper cites Dueben, P.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Dueben, P

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.436152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.013867Z digest=sha256:d1a53a61903ca67e4baa15732447fbb9ca90fa6a80ee8db89580963b63eaa358

Observation 1d1e3aff-229e-4e79-81e3-aea67292c2f4 · outbound

This paper cites Messori, 2021: Ensemble methods for neural network-based weather forecasts.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Messori, 2021: Ensemble methods for neural network-based weather forecasts

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.377142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.066645Z digest=sha256:588d69d259b66768da9c36527449575698906810d32a4632c03ce8dfdc15393e

Observation d6b5c639-2207-4a63-8b51-6c0783ca0194 · outbound

This paper cites The rise of data-driven weather forecasting.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts The rise of data-driven weather forecasting

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.008158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.008158Z digest=sha256:e263e92b9e7406985750f03dba3b627e98d0daf6af678c17eb8e0cf55587f2b7

Observation 879ee669-826a-47cf-aeb4-8bdbbb86867e · outbound

This paper cites an unresolved cited work.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Unresolved cited work

Reference 30

Resolution
verified exact
doi, observed 2026-08-11T12:42:50.339893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.078249Z digest=sha256:a395821979bceb2380953a224fd4f4c1eec906d2ee32e48f965422d5d2919433

Observation 4f1cca24-bb70-44a6-ad68-d701118af8d5 · outbound

This paper cites Journal of Pharmaceutical Analysis , 101081.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Journal of Pharmaceutical Analysis , 101081

Reference 70

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T12:42:50.259084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.034997Z digest=sha256:8b28244a2940fe31c40d107d939a55de6171b18ce11a5a0d4bdc342569c7d7fd

Observation 4d500200-e4ad-46f1-853b-04b04e959216 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Gaussian Error Linear Units (GELUs)

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.028641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.028641Z digest=sha256:6490379f9815cb6b5204a664624677b621fd922173f6990c079786a4889070ea

Observation e2512c20-7f28-46d9-bdda-183c57c88702 · outbound

This paper cites Lerch, 2022: Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Lerch, 2022: Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.358099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.071560Z digest=sha256:772369833d9b75051a55d8090ebdb00040bf29b60a5e2024ae6e89ac983140f5

Observation daafe39e-0604-45af-9fb6-46a89faf4e94 · outbound

This paper cites GraphCast: Learning skillful medium-range global weather forecasting.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts GraphCast: Learning skillful medium-range global weather forecasting

Reference 107

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.040054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.040054Z digest=sha256:631e9629082b72ac0b16b83a6372d3b9e6c3fecf55b360d71181c717c639709d

Observation 8baa3da6-5f58-4349-80a5-144bfa1b52a4 · outbound

This paper cites Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth System Models.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth System Models

Reference 162

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.023283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.023283Z digest=sha256:b8e1efc0e6220216951a8f370eb69dbac69d1e1d1dcd468bcf52815c92f65578

Observation 54b607cc-0f82-4039-ab78-5df41055e250 · outbound

This paper cites FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators

Reference 301

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.045620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.045620Z digest=sha256:3f1feaf30ce44924d275425457380d64789e5bc8d889a523f6b2555e363f8167

Observation 22de71ce-8b2d-4f8a-a3ba-42cccaf30dc1 · outbound

This paper cites an unresolved cited work.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Unresolved cited work

Reference 412

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:42:50.407277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.051758Z digest=sha256:16fbecdbeb12cc4712228343e0bcb0a0e3d4668b32faadb938317f0ee30c2968

Observation 75e95fc8-0035-4d3d-adcd-0b16f0c03b53 · outbound

This paper cites Zhang, and M.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Zhang, and M

Reference 735

Resolution
verified exact
doi, observed 2026-08-11T12:42:50.127241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.083977Z digest=sha256:c5b8145532b8aab78ab1a057c7b18625445ca84706ee55eb2f530aee5bddcea7

Observation 20c20bae-da08-4de9-8cab-6bdfe446056e · outbound

This paper cites Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast

Reference 987

Resolution
unresolved
no resolver link, observed 2026-08-11T12:42:50.002798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:42:50.002798Z digest=sha256:07f04d4920a31e30da6f3f465d0c389c07946821ead863e280ed1e746564b07e

Observation 7b042df3-625e-41ec-895f-f1e5453393dc · outbound

This paper cites Lerch, 2018: Neural networks for postprocessing ensemble weather fore- casts.

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Lerch, 2018: Neural networks for postprocessing ensemble weather fore- casts

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:42:50.392013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:42:50.058628Z digest=sha256:abb2d1c79c0680c544685c8cc00755094e0ff2c9f82490833ac09c19ccbb7ed5

Pith citing papers

No inbound Pith citation observations are available.