Paper Citation Record · LEDGER

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations

As of 21 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2504.16553.

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

pith.paper-citation-record.v1
2504.16553 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:06:41.810568Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy11
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec107fd5-6674-4050-a6f7-3dcd750822eb · outbound

This paper cites Gabor-Enhanced Physics-Informed Neural Networks for Fast Simulations of Acoustic Wavefields.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Gabor-Enhanced Physics-Informed Neural Networks for Fast Simulations of Acoustic Wavefields

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T11:06:41.870598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7990d06d-9b4c-4832-99e3-1a3b95467e62 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.170398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3ef849a0-8fcc-4d44-b3a8-8a69a09591a7 · outbound

This paper cites M., Uriarte, C., and Pardo, D.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations M., Uriarte, C., and Pardo, D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:42.155556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e6cb63ee-2e2b-4c6e-b2f5-9c92b9a732ce · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.142194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4e335412-4acd-4f9e-80d9-e2da6c721e5b · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.128513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aa2afe2d-04d9-4471-b29b-14f42c3e039a · outbound

This paper cites S., Giampaolo, F., Rozza, G., Raissi, M., and Piccialli, F.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations S., Giampaolo, F., Rozza, G., Raissi, M., and Piccialli, F

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:42.112046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ae07284-07e3-4de0-8a96-63827abf6d5b · outbound

This paper cites C., Lan, Y., and Xu, J.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations C., Lan, Y., and Xu, J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:42.098183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0df7e82-c9af-4891-b128-60d0f772eb2b · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.083182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 93cde6ec-cbe0-4c2d-ae68-31709441a995 · outbound

This paper cites and Alkhalifah, T.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations and Alkhalifah, T

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:42.066289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 053d8c2c-2aa6-414a-95f6-d96dde9087e1 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.054115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7dbd8cd6-ea35-4b21-ab75-badfe13741c2 · outbound

This paper cites A Modern Take on the Bias-Variance Tradeoff in Neural Networks.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations A Modern Take on the Bias-Variance Tradeoff in Neural Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:06:41.761508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9227472-cafc-496d-8514-f708abbdb072 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.042003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a97265dd-7f83-4826-9fc8-2cc42c71f5eb · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.030739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fc9843c-18bf-4cd2-9be0-faa99a9d961e · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.020547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 943acee3-41ef-4943-b63e-978f2c883249 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:42.008215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5c6aab0b-96ce-48e1-ab83-df0a143fa863 · outbound

This paper cites and Wang, Y.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations and Wang, Y

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.996314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ac9fa46a-f888-4204-9808-3e0c0cdaa0b7 · outbound

This paper cites M., and Rojas, S.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations M., and Rojas, S

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.983236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3ab4d856-0109-442c-93df-181d3f7a9448 · outbound

This paper cites N., Kaiser, L., and Polosukhin, I.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations N., Kaiser, L., and Polosukhin, I

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.970300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 61a08565-33e0-466e-ab6e-71fdbf697da1 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:41.957744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e162dcd5-4182-4387-bbb5-4c97c1b6d151 · outbound

This paper cites an unresolved cited work.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:06:41.940318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d09e6891-a332-4211-9c92-e5059387eb34 · outbound

This paper cites S., Operto, S., and Ma, J.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations S., Operto, S., and Ma, J

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.925970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8b4b840a-be34-4960-94a1-baafb957e421 · outbound

This paper cites and Alkhalifah, T.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations and Alkhalifah, T

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.911519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d5d5af9c-2675-41ac-a4fc-be25483c8b0e · outbound

This paper cites On the Preprocessing of Physics-informed Neural Networks: How to Better Utilize Data in Fluid Mechanics.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations On the Preprocessing of Physics-informed Neural Networks: How to Better Utilize Data in Fluid Mechanics

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T11:06:41.803734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e818d1fd-0116-4484-b2a3-12d8f3ee6dd6 · outbound

This paper cites and Ma, J.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations and Ma, J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.894916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf1b41b1-1d7b-440b-9db5-87eb35562e7c · outbound

This paper cites and Ma, J.

Least-Squares-Embedded Optimization for Accelerated Convergence of PINNs in Acoustic Wavefield Simulations and Ma, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:06:41.882337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.