Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T15:04:46.205045Z
Paper Citation Record · LEDGER
Exploring the Use of Machine Learning Weather Models in Data Assimilation
As of 16 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 3 inbound Pith citation observations for arXiv:2411.14677.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T04:50:07.207864Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T11:16:45.857707Z
Reference resolution
20 of 20 outbound references displayed
- verified exact1
- verified fuzzy13
- unresolved6
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 205caa35-7e29-47ac-be0f-e6e84861db2b · outbound
This paper cites Brotzge, Don Berchoff, DaNa L.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Brotzge, Don Berchoff, DaNa L
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.609371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 796a183f-012c-4ff1-80d5-681be35d660a · outbound
This paper cites Learning skillful medium-range global weather forecasting.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Learning skillful medium-range global weather forecasting
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.590222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e674f5b5-494b-4712-80f4-c79695ca1dc4 · outbound
This paper cites Accurate medium-range global weather forecasting with 3d neural networks.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Accurate medium-range global weather forecasting with 3d neural networks
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.571322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a19b0317-d9cf-417e-a246-f20024e63eaf · outbound
This paper cites Neural general circulation models for weather and climate.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Neural general circulation models for weather and climate
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:04:46.116789Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab2be223-33d6-4cbe-911c-8706fb1b75e7 · outbound
This paper cites Skamarock, Joseph B.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Skamarock, Joseph B
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:04:46.121950Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fb0e29c-cd75-4e83-a695-0488e24af593 · outbound
This paper cites Michaelis, Gary M.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Michaelis, Gary M
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.535236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fdc25617-991b-44a6-8d7d-e96603f9cea2 · outbound
This paper cites The quiet revolution of numerical weather prediction.
Exploring the Use of Machine Learning Weather Models in Data Assimilation The quiet revolution of numerical weather prediction
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.509814Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0e9f328d-ab84-48f7-bada-97c140ea4d5b · outbound
This paper cites an unresolved cited work.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T15:04:46.485260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f31828eb-ca8d-4579-b744-8c6eef59e0b3 · outbound
This paper cites Järvinen, E.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Järvinen, E
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.460063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 68def64d-1a86-4f89-b117-9d3089e0214e · outbound
This paper cites The ecmwf operational implementation of four‐dimensional variational assimilation.
Exploring the Use of Machine Learning Weather Models in Data Assimilation The ecmwf operational implementation of four‐dimensional variational assimilation
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.439525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1d50288c-53ea-4bc5-95ed-2dd8c7106734 · outbound
This paper cites Rabier, G.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Rabier, G
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.420852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 10a4e818-4ae0-4a11-81cb-ff0b7db3404f · outbound
This paper cites A strategy for operational implementation of 4d‐var, using an incremental approach.
Exploring the Use of Machine Learning Weather Models in Data Assimilation A strategy for operational implementation of 4d‐var, using an incremental approach
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.402298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 12460899-bcf0-404c-8701-fe3c2d5c740d · outbound
This paper cites Dueben, Sebastian Scher, Jonathan A.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Dueben, Sebastian Scher, Jonathan A
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.384257Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 75e6735d-2528-49dd-917f-324d0aa42a08 · outbound
This paper cites A neural-network based mpas-shallow water model and its 4d-var data assimilation system.
Exploring the Use of Machine Learning Weather Models in Data Assimilation A neural-network based mpas-shallow water model and its 4d-var data assimilation system
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:04:46.170944Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38bb9631-831e-43a2-86bd-bcfd4a0ef186 · outbound
This paper cites Watkins, Jordan S.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Watkins, Jordan S
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.355729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 793b9b35-b04f-4c4b-b604-a4cfa5cec391 · outbound
This paper cites an unresolved cited work.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T15:04:46.337375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 51297b20-760c-4978-a89a-c0a5daecbfdb · outbound
This paper cites Development of the tangent linear and adjoint models of the mpas-atmosphere dynamic core and applications in adjoint relative sensitivity studies.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Development of the tangent linear and adjoint models of the mpas-atmosphere dynamic core and applications in adjoint relative sensitivity studies
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.319928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9df29a18-e944-4d4d-977c-da8b6daaa309 · outbound
This paper cites Validation of a prototype global 4d-var data assimilation system for the mpas-atmosphere model.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Validation of a prototype global 4d-var data assimilation system for the mpas-atmosphere model
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T15:04:46.302005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5f2d81e0-80af-40f1-a54c-291171dbf5c0 · outbound
This paper cites Evolutions of errors in the global multiresolution model for prediction across scales - shallow water (mpas-sw).
Exploring the Use of Machine Learning Weather Models in Data Assimilation Evolutions of errors in the global multiresolution model for prediction across scales - shallow water (mpas-sw)
Reference 19
- Resolution
- verified exact
- doi, observed 2026-08-12T15:04:46.245915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e7fd5726-a249-49b0-b6dd-985de5654fd4 · outbound
This paper cites Forecasting Global Weather with Graph Neural Networks.
Exploring the Use of Machine Learning Weather Models in Data Assimilation Forecasting Global Weather with Graph Neural Networks
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:04:46.205045Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 5f4632bc-183f-46b6-ba7e-b899ccde8197 · inbound
Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models cites this paper.
Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Exploring the Use of Machine Learning Weather Models in Data Assimilation
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T04:50:07.207864Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e05be785-be43-4537-88ab-2a54cf965a7a · inbound
Long-time accuracy of ensemble Kalman filters for chaotic and machine-learned dynamical systems cites this paper.
Long-time accuracy of ensemble Kalman filters for chaotic and machine-learned dynamical systems Exploring the Use of Machine Learning Weather Models in Data Assimilation
Reference 81
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:28:04.952519Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df4f25fa-4e3b-48a8-be37-692134d16798 · inbound
GraphDOP: Towards skilful data-driven medium-range weather forecasts learnt and initialised directly from observations cites this paper.
GraphDOP: Towards skilful data-driven medium-range weather forecasts learnt and initialised directly from observations Exploring the Use of Machine Learning Weather Models in Data Assimilation
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T11:16:45.868982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.