Paper Citation Record · LEDGER

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data

As of 17 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2605.30541.

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

pith.paper-citation-record.v1
2605.30541 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T08:54:00.902573Z

measured 19 of 19 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

19 of 19 outbound references displayed

verified exact1
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier2
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 84027749-3145-416f-af2e-c2057c70d046 · outbound

This paper cites Penobscot Dataset: Fostering Machine Learning Development for Seismic Interpretation.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Penobscot Dataset: Fostering Machine Learning Development for Seismic Interpretation

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.191395Z

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 99605c04-268c-4194-8c4e-f129e50a6c48 · outbound

This paper cites nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T09:03:16.189110Z

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 334d3408-edc8-4605-a4ac-aca32d0a7fb4 · outbound

This paper cites Wave-equation migration velocity analysis.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Wave-equation migration velocity analysis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 703c6bdc-1cb3-44ae-aebc-c5e1270cffcd · outbound

This paper cites Netherlands Dataset: A New Public Dataset for Machine Learning in Seismic Interpretation.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Netherlands Dataset: A New Public Dataset for Machine Learning in Seismic Interpretation

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.186497Z

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 c77fbe08-8aec-44ae-b5dc-59502a717133 · outbound

This paper cites Deep Dix: Enhancing interval velocity model estima- tion through adversarial regularization.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Deep Dix: Enhancing interval velocity model estima- tion through adversarial regularization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd80b4c-97ca-458d-8907-a7fde68eda08 · outbound

This paper cites an unresolved cited work.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f3a05ce-2e98-45f6-b671-c5411d4beee3 · outbound

This paper cites Jin et al.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Jin et al

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb2c09e-e5c1-41c4-a962-bb386ea6b589 · outbound

This paper cites Only Farris et al.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Only Farris et al

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70ce3ae7-726c-4e48-9f03-0f37e7ff6aca · outbound

This paper cites an unresolved cited work.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a91cd043-3f4c-4be9-aee0-f6cb1da87f66 · outbound

This paper cites sinusoidal.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data sinusoidal

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d6f76a4-127f-4ec7-a7e2-7c4a21b5a8cc · outbound

This paper cites The goal is not to simulate salt mechanics directly, but to create the common seismic appearance of sediment layers bending, draping, or onlapping near salt bodies.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data The goal is not to simulate salt mechanics directly, but to create the common seismic appearance of sediment layers bending, draping, or onlapping near salt bodies

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1090b22c-3145-4a61-b745-9c148a50939a · outbound

This paper cites "] then builds # a Config. Pattern: Module(Config(**cfg[...])).apply(m)↪→ cfg = load_yaml(.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data "] then builds # a Config. Pattern: Module(Config(**cfg[...])).apply(m)↪→ cfg = load_yaml(

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67d351ae-efbe-4e16-9504-783208d737ee · outbound

This paper cites top” and a “bot.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data top” and a “bot

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1723cab-3f58-45e0-afe9-f038694f1e2d · outbound

This paper cites Per-stage timings use time.perf_counter() bracketed by torch.cuda.synchronize() on the GPU run.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Per-stage timings use time.perf_counter() bracketed by torch.cuda.synchronize() on the GPU run

Reference 14

Resolution: malformed identifier; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18d27bed-8c68-416b-a80f-bbc0f60461bb · outbound

This paper cites Splits.Per-setting train slice counts: F3 10×97 = 970 , GoM 10×73 = 730 , faulted-complex 5×145 = 725 , salt-canopy 4×181 = 724 , SEAM 12×79 = 947.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Splits.Per-setting train slice counts: F3 10×97 = 970 , GoM 10×73 = 730 , faulted-complex 5×145 = 725 , salt-canopy 4×181 = 724 , SEAM 12×79 = 947

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a33400f-d4f7-4c62-9b79-3f37f5d3a43e · outbound

This paper cites After filtering, the amplitude of the wavelet depends sensitively on the passband, so we apply a two-step normalization for numerical stability and physical scaling.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data After filtering, the amplitude of the wavelet depends sensitively on the passband, so we apply a two-step normalization for numerical stability and physical scaling

Reference 16

Resolution: malformed identifier; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b8a4769-c500-4359-97b6-4df79e718c5e · outbound

This paper cites an unresolved cited work.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f85c8609-7f81-418b-8344-69e0a0e24dca · outbound

This paper cites giving higher priority to earlier timesteps will reduce the overall propagation of errors and enhance training stability.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data giving higher priority to earlier timesteps will reduce the overall propagation of errors and enhance training stability

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00ef3ee-17ad-4f0f-b8b4-d7b0147718d4 · outbound

This paper cites an unresolved cited work.

SubsurfaceGen: Procedural Generation of Field-Scale Earth Models and Seismic Data Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T08:54:00.902573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.