Paper Citation Record · LEDGER

Using Diffusion Models to do Data Assimilation

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2506.02249.

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

pith.paper-citation-record.v1
2506.02249 v2

Coverage vector

measured 53 of 53 reference resolution

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One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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Source: cited_works

Reference resolution

53 of 53 outbound references displayed

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External citation measurements

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Outbound references

Observation e4eae049-3fd1-4e7f-905f-afa80637508c · outbound

This paper cites Sanz-Alonso, and W.

Using Diffusion Models to do Data Assimilation Sanz-Alonso, and W

Reference 1

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Observation 02ff3b45-c3b7-432a-9ec8-72b71b717a9e · outbound

This paper cites Nature, doi:https://doi.org/10.1038/s41586-025-08897-0.

Using Diffusion Models to do Data Assimilation Nature, doi:https://doi.org/10.1038/s41586-025-08897-0

Reference 2

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Observation f7c94b74-05c1-4569-a4a0-81a1ac490f49 · outbound

This paper cites D., 1982: Reverse-time diffusion equation models.

Using Diffusion Models to do Data Assimilation D., 1982: Reverse-time diffusion equation models

Reference 3

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Observation 8a0cccea-b639-431f-95c4-8b20de7f879a · outbound

This paper cites Monthly weather review, 129 (12), 2884--2903.

Using Diffusion Models to do Data Assimilation Monthly weather review, 129 (12), 2884--2903

Reference 4

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Observation d602ddb2-dbfd-41c8-8230-38104c35cc4e · outbound

This paper cites Zhang, and G.

Using Diffusion Models to do Data Assimilation Zhang, and G

Reference 5

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Observation d4ec0dab-3dca-4041-a0b5-ffc04364982b · outbound

This paper cites Conditional Image Generation with Score-Based Diffusion Models.

Using Diffusion Models to do Data Assimilation Conditional Image Generation with Score-Based Diffusion Models

Reference 6

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Observation 0013e580-e4f8-484a-9c49-69b08175dce8 · outbound

This paper cites Bickel, and B.

Using Diffusion Models to do Data Assimilation Bickel, and B

Reference 7

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Observation 620d0a21-2581-4aa6-8a4c-6be146207982 · outbound

This paper cites Bengtsson, and J.

Using Diffusion Models to do Data Assimilation Bengtsson, and J

Reference 8

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Observation 40bec44a-e36b-4ebf-9af6-343772611d5e · outbound

This paper cites Isaksen, and E.

Using Diffusion Models to do Data Assimilation Isaksen, and E

Reference 9

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Observation 7f3d4974-f8eb-4417-98aa-eae13cd66320 · outbound

This paper cites Mourneau, and C.

Using Diffusion Models to do Data Assimilation Mourneau, and C

Reference 10

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This paper cites an unresolved cited work.

Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 11

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Observation 7c9754db-ef23-4a04-b33c-6c360c871529 · outbound

This paper cites Diffusion Posterior Sampling for General Noisy Inverse Problems.

Using Diffusion Models to do Data Assimilation Diffusion Posterior Sampling for General Noisy Inverse Problems

Reference 12

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Observation a74a8337-5e17-43ed-bccf-c748be8ea237 · outbound

This paper cites CCDM: Continuous Conditional Diffusion Models for Image Generation.

Using Diffusion Models to do Data Assimilation CCDM: Continuous Conditional Diffusion Models for Image Generation

Reference 13

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Observation c95eedad-fa7c-429a-8101-fcca06ade26d · outbound

This paper cites Journal of the American Statistical Association, 106(496), 1602--1614.

Using Diffusion Models to do Data Assimilation Journal of the American Statistical Association, 106(496), 1602--1614

Reference 14

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Observation 62aa23c7-08e8-4993-9bd3-6492724aed22 · outbound

This paper cites Journal of Geophysical Research: Oceans, 99 (C5), 10\,143--10\,162, doi:10.1029/94JC00572.

Using Diffusion Models to do Data Assimilation Journal of Geophysical Research: Oceans, 99 (C5), 10\,143--10\,162, doi:10.1029/94JC00572

Reference 15

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Observation fbbffd2c-34b2-47cd-a2c6-00a645eca352 · outbound

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Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 16

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Observation b93020de-8ae4-4569-8a38-516e81f35a8c · outbound

This paper cites an unresolved cited work.

Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 17

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Observation 660cb051-e231-4a65-8ffc-6b1a7268dbbf · outbound

This paper cites M., and C.

Using Diffusion Models to do Data Assimilation M., and C

Reference 18

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Observation 095885de-85af-4a72-b40b-df24a5f8172c · outbound

This paper cites Jain, and P.

Using Diffusion Models to do Data Assimilation Jain, and P

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.343870Z

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Observation 16b425c6-7113-46bf-bb01-826b5f28e139 · outbound

This paper cites Bichop, and M.

Using Diffusion Models to do Data Assimilation Bichop, and M

Reference 20

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Observation c35b1178-51a5-4671-9d0c-5ad23c37f99a · outbound

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Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 21

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Observation 474a8ce4-99cf-401e-8bd6-339e45c27783 · outbound

This paper cites Morzfeld, 2023: How sampling errors in covariance estimates cause bias in the K alman gain and impact ensemble data assimilation.

Using Diffusion Models to do Data Assimilation Morzfeld, 2023: How sampling errors in covariance estimates cause bias in the K alman gain and impact ensemble data assimilation

Reference 22

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Observation 58d2ea6e-73af-485c-895d-351abee92bfa · outbound

This paper cites DiffDA: a Diffusion Model for Weather-scale Data Assimilation.

Using Diffusion Models to do Data Assimilation DiffDA: a Diffusion Model for Weather-scale Data Assimilation

Reference 23

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Observation 15ed4ded-0e2a-40b1-bf5d-921dadfbb065 · outbound

This paper cites Cambridge University Press.

Using Diffusion Models to do Data Assimilation Cambridge University Press

Reference 24

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Observation dc7f1056-c1b5-4bc8-b9ac-e9d450de8927 · outbound

This paper cites Aittala, T.

Using Diffusion Models to do Data Assimilation Aittala, T

Reference 25

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Observation 98281bb4-b78d-4b04-899e-cec5589bceb5 · outbound

This paper cites AI-based data assimilation: Learning the functional of analysis estimation.

Using Diffusion Models to do Data Assimilation AI-based data assimilation: Learning the functional of analysis estimation

Reference 26

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Observation b5798c21-ec10-409f-bc8f-97dce7d7a3cc · outbound

This paper cites Nature, 632, 1060--1066.

Using Diffusion Models to do Data Assimilation Nature, 632, 1060--1066

Reference 27

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Observation 24d08a94-2784-4139-ba27-69abb92d7baa · outbound

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Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 28

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Observation 4ec4ab96-cc51-46c3-a877-72c8f5e7bed9 · outbound

This paper cites Science, 382 (6677), 1416--1421, doi:10.1126/science.adi2336, ://www.science.org/doi/abs/10.1126/science.adi2336, https://www.science.org/doi/pdf/10.1126/science.adi2336.

Using Diffusion Models to do Data Assimilation Science, 382 (6677), 1416--1421, doi:10.1126/science.adi2336, ://www.science.org/doi/abs/10.1126/science.adi2336, https://www.science.org/doi/pdf/10.1126/science.adi2336

Reference 29

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Observation aface4ae-3c39-4a6a-83d7-3dd3b24a3518 · outbound

This paper cites Carver, I.

Using Diffusion Models to do Data Assimilation Carver, I

Reference 30

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Observation 582a4fd6-636d-4174-a4e0-bd68df75a083 · outbound

This paper cites State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics.

Using Diffusion Models to do Data Assimilation State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics

Reference 31

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Observation a7d22cce-407e-486a-9362-8a24b7819aa2 · outbound

This paper cites Quarterly Journal of the Royal Meteorological Society, 129 (595), 3183--3203, doi:10.1256/qj.02.132.

Using Diffusion Models to do Data Assimilation Quarterly Journal of the Royal Meteorological Society, 129 (595), 3183--3203, doi:10.1256/qj.02.132

Reference 32

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Observation 5865ae2a-5753-4135-86af-1223e2f31a63 · outbound

This paper cites Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales.

Using Diffusion Models to do Data Assimilation Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales

Reference 33

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This paper cites Commun Earth Environ, 6, doi:https://doi.org/10.1038/s43247-025-02042-5.

Using Diffusion Models to do Data Assimilation Commun Earth Environ, 6, doi:https://doi.org/10.1038/s43247-025-02042-5

Reference 34

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Observation 4825b129-cb68-418b-984f-3d1ffcde6004 · outbound

This paper cites Hodyss, 2019: Gaussian approximations in filters and smoothers for data assimilation.

Using Diffusion Models to do Data Assimilation Hodyss, 2019: Gaussian approximations in filters and smoothers for data assimilation

Reference 35

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Observation fe81eef7-a4b0-41b7-affd-19ff5d26acad · outbound

This paper cites Hodyss, 2023: A theory for why even simple covariance localization is so useful in ensemble data assimilation.

Using Diffusion Models to do Data Assimilation Hodyss, 2023: A theory for why even simple covariance localization is so useful in ensemble data assimilation

Reference 36

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Observation cc6c5317-9be0-477c-b1f4-253c4f65359c · outbound

This paper cites F., and J.

Using Diffusion Models to do Data Assimilation F., and J

Reference 37

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Observation f8f8e842-5b86-4bf6-afa9-970827080394 · outbound

This paper cites The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities.

Using Diffusion Models to do Data Assimilation The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities

Reference 38

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Observation 1eaf16a1-deb4-4b9f-bd92-00790726c55d · outbound

This paper cites Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling.

Using Diffusion Models to do Data Assimilation Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling

Reference 39

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Using Diffusion Models to do Data Assimilation Unresolved cited work

Reference 40

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Observation 542e0bf6-be12-4759-86cb-7be086cbdf01 · outbound

This paper cites Nature, 637, 84--90.

Using Diffusion Models to do Data Assimilation Nature, 637, 84--90

Reference 41

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Observation 41fdacbd-ccf5-4304-a105-c8e4704c1c50 · outbound

This paper cites Nathaniel, S.

Using Diffusion Models to do Data Assimilation Nathaniel, S

Reference 42

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Observation 4dc0fea7-bec3-46de-aa56-c26903f9bb96 · outbound

This paper cites Louppe, 2023: Score-based data assimilation.

Using Diffusion Models to do Data Assimilation Louppe, 2023: Score-based data assimilation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.272768Z

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Observation aa9eca4c-a3b3-435f-be3d-63aeeab750a7 · outbound

This paper cites Bengtsson, P.

Using Diffusion Models to do Data Assimilation Bengtsson, P

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.264990Z

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Observation f4c36650-f3af-4bc9-b4cf-93dd1032f3bd · outbound

This paper cites Bengtsson, and M.

Using Diffusion Models to do Data Assimilation Bengtsson, and M

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.214772Z

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Observation 7976016a-8f96-4c4b-baa6-ae032e233fab · outbound

This paper cites Weiss, N.

Using Diffusion Models to do Data Assimilation Weiss, N

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.172255Z

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Observation 8527fb4f-4efb-4937-b1e9-ef4564864881 · outbound

This paper cites Courtier, 1987: Variational assimilation of meteorological observations with the adjoint vorticity equation.

Using Diffusion Models to do Data Assimilation Courtier, 1987: Variational assimilation of meteorological observations with the adjoint vorticity equation

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.153656Z

Source-reported events for the cited work

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Observation 63d18f6c-1189-4c04-b31b-989b06bdfcde · outbound

This paper cites Anderson, C.

Using Diffusion Models to do Data Assimilation Anderson, C

Reference 48

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Observation d27c13c2-eda3-4fc9-988e-a7f83dd91730 · outbound

This paper cites J., 2020: A consistent interpretation of the stochastic version of the ensemble kalman filter.

Using Diffusion Models to do Data Assimilation J., 2020: A consistent interpretation of the stochastic version of the ensemble kalman filter

Reference 49

Resolution: verified exact; doi, observed 2026-08-07T11:35:49.006898Z

Source-reported events for the cited work

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Observation 34a9d5b5-c391-4f50-9a12-22e7da63b74f · outbound

This paper cites S., and T.

Using Diffusion Models to do Data Assimilation S., and T

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:50.926607Z

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Observation c6468f21-bb2e-4160-bf8e-e11f4e315090 · outbound

This paper cites Conditional Image Synthesis with Diffusion Models: A Survey.

Using Diffusion Models to do Data Assimilation Conditional Image Synthesis with Diffusion Models: A Survey

Reference 51

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Source-reported events for the cited work

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Observation d0e7d76d-b927-41ce-8100-0d581ccddb84 · outbound

This paper cites Zhang, and J.

Using Diffusion Models to do Data Assimilation Zhang, and J

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:50.665726Z

Source-reported events for the cited work

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Observation 8a437a49-07b0-4144-aff2-ee10a4e6daa3 · outbound

This paper cites A Comprehensive Survey on Transfer Learning.

Using Diffusion Models to do Data Assimilation A Comprehensive Survey on Transfer Learning

Reference 53

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Pith citing papers

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