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Paper Citation Record · LEDGER

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting

As of 4 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2605.15470.

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

pith.paper-citation-record.v1
2605.15470 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

46 of 46 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c70aff0b-e94a-4c96-982c-7edecefa6375 · outbound

This paper cites From observation to information and users: The Copernicus Marine Service perspective.Frontiers in Marine Science, 6:234.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting From observation to information and users: The Copernicus Marine Service perspective.Frontiers in Marine Science, 6:234

Reference 1

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Observation 30cebbf2-a70d-403d-b38c-f35f4ac32a57 · outbound

This paper cites Evolution of the Copernicus Marine Service global ocean analysis and forecasting high-resolution system: Potential benefit for a wide range of users.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Evolution of the Copernicus Marine Service global ocean analysis and forecasting high-resolution system: Potential benefit for a wide range of users

Reference 2

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Observation 95367eb5-0274-4ae2-b44d-debbd65f77b6 · outbound

This paper cites Nemo-Nordic 2.0: Operational marine forecast model for the Baltic Sea.Geoscientific Model Development, 14(9):5731–5749.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Nemo-Nordic 2.0: Operational marine forecast model for the Baltic Sea.Geoscientific Model Development, 14(9):5731–5749

Reference 3

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Observation 67b6f4b4-d11f-4a1e-99c7-b28bc17a4669 · outbound

This paper cites GLONET: Mercator’s end-to-end neural global ocean forecasting system.Journal of Geophysical Research: Machine Learning and Computation, 2(3).

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting GLONET: Mercator’s end-to-end neural global ocean forecasting system.Journal of Geophysical Research: Machine Learning and Computation, 2(3)

Reference 4

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Source-reported events for the cited work

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Observation 83e2f9f1-26eb-4043-b721-f2af5a0caa4a · outbound

This paper cites Accurate Mediter- ranean Sea forecasting via graph-based deep learning.Scientific Reports, 15(45051).

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Accurate Mediter- ranean Sea forecasting via graph-based deep learning.Scientific Reports, 15(45051)

Reference 5

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Source-reported events for the cited work

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Observation e5264a0d-c8fd-44d5-a360-3b602309a21f · outbound

This paper cites Forecasting the eddying ocean with a deep neural network.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Forecasting the eddying ocean with a deep neural network

Reference 6

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Observation 2dd443aa-ccd8-4a08-a8d3-97eb89446faf · outbound

This paper cites XiHe: A Data-Driven Model for Global Ocean Eddy-Resolving Forecasting.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting XiHe: A Data-Driven Model for Global Ocean Eddy-Resolving Forecasting

Reference 7

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Observation 630ddfcf-30a8-4639-8898-15e307413e77 · outbound

This paper cites FuXi-Ocean: A global ocean forecasting system with sub-daily resolution.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting FuXi-Ocean: A global ocean forecasting system with sub-daily resolution

Reference 8

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Source-reported events for the cited work

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Observation a2e287ea-a229-4e91-867a-032385625c68 · outbound

This paper cites Probabilistic weather forecasting with hierarchical graph neural networks.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Probabilistic weather forecasting with hierarchical graph neural networks

Reference 9

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Observation 0e8ea3e4-14b0-4eac-91c3-e17d9d474666 · outbound

This paper cites Proba- bilistic weather forecasting with machine learning.Nature, 637(8044):84–90.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Proba- bilistic weather forecasting with machine learning.Nature, 637(8044):84–90

Reference 10

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Observation 79035e93-c909-454e-afab-c39495cd8caa · outbound

This paper cites Ocean- Net: A principled neural operator-based digital twin for regional oceans.Scientific Reports, 14 (21181).

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Ocean- Net: A principled neural operator-based digital twin for regional oceans.Scientific Reports, 14 (21181)

Reference 11

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Observation e3b4bc26-e77f-4bd7-bf86-507a51c3fe29 · outbound

This paper cites OceanBench: A benchmark for data-driven global ocean forecasting systems.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting OceanBench: A benchmark for data-driven global ocean forecasting systems

Reference 12

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Observation b9940931-7a10-4792-aee1-316f88c05fbe · outbound

This paper cites Seasonal Arctic sea ice forecasting with probabilistic deep learning.Nature Communications, 12(1):5124.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Seasonal Arctic sea ice forecasting with probabilistic deep learning.Nature Communications, 12(1):5124

Reference 13

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Observation c62724da-57b4-49e3-a949-e5491a0d6c3a · outbound

This paper cites Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model

Reference 14

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Observation 2a007d43-fe25-4cde-876f-f9e2d5f71f76 · outbound

This paper cites Samudra: An AI global ocean emulator for climate.Geo- physical Research Letters, 52(10).

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Samudra: An AI global ocean emulator for climate.Geo- physical Research Letters, 52(10)

Reference 15

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Observation 9638de32-5b53-4b18-98b4-4b66bd4282b0 · outbound

This paper cites Data-driven ensemble prediction of the global ocean.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Data-driven ensemble prediction of the global ocean

Reference 16

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Observation 00dc6cb9-ac0a-472a-a6da-b925833df120 · outbound

This paper cites Kilometer-scale convection-allowing model emulation using generative diffusion modeling.Science Advances, 12(5):eadv0423.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Kilometer-scale convection-allowing model emulation using generative diffusion modeling.Science Advances, 12(5):eadv0423

Reference 17

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Observation 3d201b59-86d2-479a-abf8-4f05b87b2fa9 · outbound

This paper cites Diffusion-LAM: Prob- abilistic limited area weather forecasting with diffusion.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Diffusion-LAM: Prob- abilistic limited area weather forecasting with diffusion

Reference 18

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Source-reported events for the cited work

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Observation 6567901b-afa9-4480-a5b1-474f833bc17a · outbound

This paper cites AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the continuous ranked probability score.npj Artificial Intelligence, 2(1):18.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the continuous ranked probability score.npj Artificial Intelligence, 2(1):18

Reference 19

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Observation 265479c8-ffed-4247-935f-24140bd5ca03 · outbound

This paper cites Probabilis- tic forecasting with generative networks via scoring rule minimization.Journal of Machine Learning Research, 25(45):1–64.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Probabilis- tic forecasting with generative networks via scoring rule minimization.Journal of Machine Learning Research, 25(45):1–64

Reference 20

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Observation b6b53254-1427-4691-855a-1d5f291c2177 · outbound

This paper cites FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale

Reference 21

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Observation 818bf1cc-18af-4a30-a534-9153a8623b2d · outbound

This paper cites Skillful joint probabilistic weather forecasting from marginals.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Skillful joint probabilistic weather forecasting from marginals

Reference 22

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Observation 075c8241-0175-4371-9eee-3125829c4bb0 · outbound

This paper cites CRPS-LAM: Regional ensemble weather forecasting from matching marginals.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting CRPS-LAM: Regional ensemble weather forecasting from matching marginals

Reference 23

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Observation b2391c64-c555-4dd2-a394-acf3ecdccf21 · outbound

This paper cites High-resolution probabilistic data-driven weather modeling with a stretched-grid.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting High-resolution probabilistic data-driven weather modeling with a stretched-grid

Reference 24

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b42aaa9b-b11e-4fde-9deb-3938e65db33e · outbound

This paper cites Learning structured output representation using deep conditional generative models.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Learning structured output representation using deep conditional generative models

Reference 25

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Observation 1903dac1-7948-4147-9d81-d9286af39bbf · outbound

This paper cites AERIS: Argonne Earth systems model for reliable and skillful predictions.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting AERIS: Argonne Earth systems model for reliable and skillful predictions

Reference 26

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Observation eafc082a-5f1f-4e8b-bf0e-2fd95eea0743 · outbound

This paper cites To- wards diffusion models for large-scale sea-ice modelling.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting To- wards diffusion models for large-scale sea-ice modelling

Reference 27

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Observation f0d8a56f-520c-4080-b2a7-37650d18a9ec · outbound

This paper cites SwinVRNN: A data-driven ensemble fore- casting model via learned distribution perturbation.Journal of Advances in Modeling Earth Systems, 15(2).

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting SwinVRNN: A data-driven ensemble fore- casting model via learned distribution perturbation.Journal of Advances in Modeling Earth Systems, 15(2)

Reference 28

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Observation b117bb88-9b21-4420-b0b2-6399533f6d87 · outbound

This paper cites Interaction networks for learning about objects, relations and physics.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Interaction networks for learning about objects, relations and physics

Reference 29

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Observation c400e7f2-c2ae-49f5-8051-1dcb68ef3591 · outbound

This paper cites Learning skillful medium-range global weather forecasting.Science, 382(6677):1416–1421.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Learning skillful medium-range global weather forecasting.Science, 382(6677):1416–1421

Reference 30

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Observation d523c8e4-a8b0-4781-9d4f-9a47520db1cb · outbound

This paper cites AIFS -- ECMWF's data-driven forecasting system.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting AIFS -- ECMWF's data-driven forecasting system

Reference 31

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b7548880-c6ba-444a-9baf-7daa0a645a57 · outbound

This paper cites Convolutional conditional neural processes.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Convolutional conditional neural processes

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation de228188-65f6-4354-9ddb-d3f9128f7ae6 · outbound

This paper cites A foundation model for the Earth system.Nature, 641(8065):1180–1187.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting A foundation model for the Earth system.Nature, 641(8065):1180–1187

Reference 33

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verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.994918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation cf312c7b-21c0-437d-ad89-a74d518574bf · outbound

This paper cites an unresolved cited work.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-07-07T18:54:02.956231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation d47f7c17-26a1-4ee4-a48c-a9454fb8137f · outbound

This paper cites Training Deep Nets with Sublinear Memory Cost.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Training Deep Nets with Sublinear Memory Cost

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-06-30T20:55:04.214673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9569f338-ac05-4d0c-b814-49fc9793215e · outbound

This paper cites Regional ocean forecasting with hierarchical graph neural networks.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Regional ocean forecasting with hierarchical graph neural networks

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.959603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:c3682841d0d0582d43259e35e4e48de9aa1c8cec4dd771318f462e1d7bca9451

Observation e5dccbe4-21b0-4d35-b0d7-4d6a5f9a0e10 · outbound

This paper cites Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-06-30T20:55:04.217405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:ff9bbfd06e362beea1e9c5ce89757e64ed2f1ca179a5520dc3a4a953cfbdbf43

Observation 6c442f4e-c53e-45df-9613-03322c7c0b2d · outbound

This paper cites The Copernicus global 1/12 oceanic and sea ice GLORYS12 reanalysis.Frontiers in Earth Science, 9:698876.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting The Copernicus global 1/12 oceanic and sea ice GLORYS12 reanalysis.Frontiers in Earth Science, 9:698876

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.965448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:e3d21767e6074433e5f9608d99bf764641b5bb8ee4899b2247016ad369332c8b

Observation 1c88de55-13a4-482d-b088-408b05e947a5 · outbound

This paper cites NEMO ocean engine.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting NEMO ocean engine

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.962420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:25bae5bc044c09647ae361707888bdb9452565fe52ab3b9b3b0b1c1987456ed5

Observation dd93fcb4-73e8-4076-b86c-866023330eb9 · outbound

This paper cites The ERA5 global reanalysis.Quarterly Journal of the Royal Meteorological Society, 146(730):1999–2049.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting The ERA5 global reanalysis.Quarterly Journal of the Royal Meteorological Society, 146(730):1999–2049

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.987711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:32a2e35c35d5e7d364af6d40a2fb6c9d9ca3cd2413f4fefb2517f907f2cfebfe

Observation 3deb98f1-e484-4ba8-95d1-18ae911bbc93 · outbound

This paper cites Integrated forecasting system, 2024.https://www.ecmwf.int/en/forecasts/ documentation-and-support/changes-ecmwf-model.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Integrated forecasting system, 2024.https://www.ecmwf.int/en/forecasts/ documentation-and-support/changes-ecmwf-model

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:03.028346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:9c0de206ed2c012e22dcdf56db8ce504df279dd46cbf90645b3bb641fd66ca31

Observation 90cfa7bd-afc5-4520-ba71-37cbc2486439 · outbound

This paper cites Copernicus Marine Service Information.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Copernicus Marine Service Information

Reference 42

Resolution
verified exact
doi, observed 2026-06-30T20:55:03.584984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:66863a655fb88dc8b71c37990ff7de59c45a2b10c2f37537a935e175bf5b8291

Observation 660adb2a-e624-4f23-91c0-84c4b2ff9581 · outbound

This paper cites Graph-based neural weather predic- tion for limited area modeling.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Graph-based neural weather predic- tion for limited area modeling

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:03.042092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:275ce7bb603460d37caf9ff24911457feee8d1b3ddc56c63ec2dccfc9f102497

Observation fc9249b1-2ba5-4d86-a554-0ce1fd504617 · outbound

This paper cites an unresolved cited work.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-07-07T18:54:03.073803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:b6769391045e1ae441b4ee5e986dc93f66d84718a978f3974afccaa7b65c0329

Observation 1a6d5ad9-a309-46e6-96ba-834d5ec245ef · outbound

This paper cites Decoupled weight decay regularization.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Decoupled weight decay regularization

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T18:54:02.979657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T20:50:34.277577Z digest=sha256:b3566926d33493c16e31852d39fdc4d78e0f629bcf1d596c928656d5a35cbf35

Observation c4c93de5-70e2-44b0-833f-7dbecbafa344 · outbound

This paper cites Magneto-thermoelectric current induced by phonon drag in low-dimensional junctions.

Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting Magneto-thermoelectric current induced by phonon drag in low-dimensional junctions

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-06-30T20:55:03.589780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Pith citing papers

No inbound Pith citation observations are available.