Paper Citation Record · LEDGER

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control

As of 17 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2509.10244.

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

pith.paper-citation-record.v1
2509.10244 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:00:09.443529Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

26 of 26 outbound references displayed

verified exact1
verified fuzzy14
unresolved11
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c894f97-05a6-460b-bada-1c926bba6515 · outbound

This paper cites Overview of the sparc tokamak,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Overview of the sparc tokamak,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.471237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 95928875-53cc-46e2-96fc-aca6997d4274 · outbound

This paper cites Summary of the first aiaa stability and control prediction workshop,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Summary of the first aiaa stability and control prediction workshop,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.443111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 76ce06f1-e170-45da-944e-47fc6fc9917d · outbound

This paper cites an unresolved cited work.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:00:10.415602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation de9803e0-86a8-4299-895d-e9c046875984 · outbound

This paper cites Real-time feedback control of the impurity emission front in tokamak divertor plasmas,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Real-time feedback control of the impurity emission front in tokamak divertor plasmas,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.388020Z

Source-reported events for the cited work

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Observation 468b80ca-78eb-40a0-a211-0e8140576878 · outbound

This paper cites JAX: composable transformations of Python+NumPy programs,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control JAX: composable transformations of Python+NumPy programs,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.202094Z

Source-reported events for the cited work

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Observation b2f66e1f-ef94-4eb3-844c-1ff774446036 · outbound

This paper cites Learning Plasma Dynamics and Robust Rampdown Trajectories with Predict-First Experiments at TCV.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Learning Plasma Dynamics and Robust Rampdown Trajectories with Predict-First Experiments at TCV

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.213972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2f76f56-18ba-4c80-a250-5ed2fa505c7f · outbound

This paper cites Equinox: neural networks in JAX via callable PyTrees and filtered transformations,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Equinox: neural networks in JAX via callable PyTrees and filtered transformations,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.224868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a303b1c-8ce6-477f-9887-dc13bc19ceed · outbound

This paper cites Flax: A neural network library and ecosystem for JAX,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Flax: A neural network library and ecosystem for JAX,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.232937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427f7f76-6880-4ef9-8da5-27d8b76fac8c · outbound

This paper cites On Neural Differential Equations,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control On Neural Differential Equations,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.248103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d2a044-b8ca-4cb0-89b9-d817cb1074a7 · outbound

This paper cites Mdsplus data acquisition system,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Mdsplus data acquisition system,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.243801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f864fada-0087-4cc2-934b-f2d6f7593a9f · outbound

This paper cites Mdsplusml—optimizations for data access to facilitate machine learning pipelines,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Mdsplusml—optimizations for data access to facilitate machine learning pipelines,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.195888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e56cd6b9-71c9-47d0-beac-374b28df244e · outbound

This paper cites Design and first applications of the iter integrated modelling & analysis suite,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Design and first applications of the iter integrated modelling & analysis suite,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.144565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3d90da75-2b96-4895-8cf1-c800eb0cbaac · outbound

This paper cites A modern framework to support disruption studies: the eurofusion disruption database,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control A modern framework to support disruption studies: the eurofusion disruption database,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.085771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fb33cda1-f48a-4b3d-85d5-f69190058e39 · outbound

This paper cites Full discharge coil trajectory optimisation using a quasi-newton method with the fbt code from the meq suite,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Full discharge coil trajectory optimisation using a quasi-newton method with the fbt code from the meq suite,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.049812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8875bf3c-7543-490a-a862-eea90e53e2a1 · outbound

This paper cites imas-python,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control imas-python,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:10.005007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 78eb1f22-e85f-4133-837e-7077c3558592 · outbound

This paper cites The pangeo big data ecosystem and its use at cnes,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control The pangeo big data ecosystem and its use at cnes,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:09.960475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a3d40ed7-d273-4290-91dd-b1d11155390c · outbound

This paper cites xbatcher,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control xbatcher,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:09.927511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ef9c385d-db49-419a-ae4f-568a345ca91e · outbound

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

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Learning skillful medium-range global weather forecasting,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.356445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8df61f8-80da-4929-96f3-52b6816786b5 · outbound

This paper cites zarr-developers/zarr-python: v3.1.0,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control zarr-developers/zarr-python: v3.1.0,

Reference 19

Resolution: verified exact; doi, observed 2026-08-15T16:00:09.569984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 25953e6a-977b-4e42-ad2d-6fceff92ed47 · outbound

This paper cites The vanishing gradient problem during learning recurrent neural nets and problem solutions,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control The vanishing gradient problem during learning recurrent neural nets and problem solutions,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:09.866337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 858c19ea-3fae-49ca-85f0-5331c0cdcc43 · outbound

This paper cites PyTorch Lightning,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control PyTorch Lightning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.390967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 723d0afa-d334-4023-8df7-43be83964b08 · outbound

This paper cites Experiment tracking with weights and biases,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Experiment tracking with weights and biases,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.413119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11b598d7-5dbe-42c4-8402-48076bbb47f4 · outbound

This paper cites Prediction of electron density and pressure profile shapes on nstx-u using neural networks,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Prediction of electron density and pressure profile shapes on nstx-u using neural networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:09.721725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b8a20879-4f91-436f-ae18-4c15af9fe90b · outbound

This paper cites Toward fusion plasma scenario planning for nstx-u using machine-learning-accelerated models,.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Toward fusion plasma scenario planning for nstx-u using machine-learning-accelerated models,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:00:09.686121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a6d8fcda-9ba0-44ad-904e-eb14c3e97893 · outbound

This paper cites The SPARC Primary Reference Discharge defined by cfsPOPCON.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control The SPARC Primary Reference Discharge defined by cfsPOPCON

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.443529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 956afdf3-c72b-4d00-a81d-9c6d3625b918 · outbound

This paper cites Available: https://github.com/Lightning-AI/lightning.

Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control Available: https://github.com/Lightning-AI/lightning

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:09.401383Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.