Paper Citation Record · LEDGER

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models

As of 16 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2412.01013.

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

pith.paper-citation-record.v1
2412.01013 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:50:07.213102Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T14:07:12.897179Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T23:36:23.659846Z

Reference resolution

10 of 10 outbound references displayed

verified exact0
verified fuzzy6
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 16098dc3-96fd-42ef-8c19-22a4ba3a4e02 · outbound

This paper cites an unresolved cited work.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:50:07.403513Z

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 3bf94301-d296-4334-8aea-2f0355a1f084 · outbound

This paper cites Dueben and Peter Bauer.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Dueben and Peter Bauer

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.389742Z

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 ddb6d670-7fd0-459f-b95e-06a2ce93fd23 · outbound

This paper cites Toward data‐driven weather and climate forecasting: Approximating a simple general circulation model with deep learning.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Toward data‐driven weather and climate forecasting: Approximating a simple general circulation model with deep learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.376018Z

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 3bccb028-087b-4d56-a3a7-599efb4055bb · outbound

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

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Learning skillful medium-range global weather forecasting

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T04:50:07.175421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc76639-f5a2-4429-83f8-370f8b1e9d4d · outbound

This paper cites Neural general circulation models for weather and climate.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Neural general circulation models for weather and climate

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.358804Z

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 8d85a98e-fc95-49ec-a7a1-31a6e7d5030d · outbound

This paper cites A neural-network based mpas-shallow water model and its 4d-var data assimilation system.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models A neural-network based mpas-shallow water model and its 4d-var data assimilation system

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.343579Z

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 3e220ba8-dbe4-4e56-b643-0834ab1c47a4 · outbound

This paper cites Derber and F.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Derber and F

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.325981Z

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 320108b4-5a53-44f7-a412-aeb3e4f8432c · outbound

This paper cites Variational assimilation of meteorological observations with the direct and adjoint shallow-water equations.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Variational assimilation of meteorological observations with the direct and adjoint shallow-water equations

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:50:07.312589Z

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 5f4632bc-183f-46b6-ba7e-b899ccde8197 · outbound

This paper cites Exploring the Use of Machine Learning Weather Models in Data Assimilation.

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 2b6bc00b-4bf5-46f3-a396-f3b10c40bcb6 · outbound

This paper cites an unresolved cited work.

Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:50:07.295121Z

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.

Pith citing papers

Observation 396106cb-453e-4817-a598-1d4db4e50063 · inbound

Learning Chaotic Dynamics through Second-Order Geometric Supervision cites this paper.

Learning Chaotic Dynamics through Second-Order Geometric Supervision Jacobian-Enforced Neural Networks (JENN) for Improved Data Assimilation Consistency in Dynamical Models

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:36:23.661948Z

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.