Paper Citation Record · LEDGER

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions

As of 17 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2507.12659.

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

pith.paper-citation-record.v1
2507.12659 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:48:47.480537Z

measured 27 of 27 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

27 of 27 outbound references displayed

verified exact0
verified fuzzy19
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4fca4abf-dbce-4b84-8671-63c36e82e8a6 · outbound

This paper cites Abbasi and P.Ø.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Abbasi and P.Ø

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:53.243451Z

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 a17f5b7b-63ac-4487-ac59-4fd22ce25bc2 · outbound

This paper cites Alkhalifah and X.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Alkhalifah and X

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:53.000907Z

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 68966899-4163-425d-9038-aba00b8deab2 · outbound

This paper cites Borate et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Borate et al

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:52.810129Z

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 e1a635e2-2f03-45b7-9e39-54d36ff7c201 · outbound

This paper cites Byrd et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Byrd et al

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:52.555893Z

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 f838d1d9-5628-45f1-ac3b-6974dd558c1d · outbound

This paper cites Cai et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Cai et al

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:52.337702Z

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 6a8d21f2-f8e8-4853-8915-af64ee1b27fd · outbound

This paper cites One-Shot Transfer Learning of Physics-Informed Neural Networks.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions One-Shot Transfer Learning of Physics-Informed Neural Networks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:48:44.479415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74709319-482f-4e35-a12d-e8df5752ef6a · outbound

This paper cites Faroughi et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Faroughi et al

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:52.083861Z

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 58719fb3-3ebe-40dc-b62d-0acc95850821 · outbound

This paper cites Understanding and Mitigating Extrapolation Failures in Physics-Informed Neural Networks.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Understanding and Mitigating Extrapolation Failures in Physics-Informed Neural Networks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:48:44.829076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e064f0d-e90f-4731-a9ba-f0cbe34e9804 · outbound

This paper cites Jagtap, K.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Jagtap, K

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:51.843443Z

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 9b9380ab-2ca3-46ca-b12a-9667a2d765e7 · outbound

This paper cites Jalili et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Jalili et al

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:51.616234Z

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 d197a6d0-ca49-4a05-8e03-ff2d91cfcb2b · outbound

This paper cites Kapoor et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Kapoor et al

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:51.347849Z

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 63c27c85-7ad2-4a86-90a6-a93ac88d934b · outbound

This paper cites Kim et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Kim et al

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:51.094083Z

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 1aefd457-a7bf-4ddc-a709-de7fb942be0d · outbound

This paper cites Kirkpatrick et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Kirkpatrick et al

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:50.857330Z

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 b1cfe991-7b02-4913-abea-26447addaef5 · outbound

This paper cites Kissas et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Kissas et al

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:50.604826Z

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 ab9dc2fb-d428-427b-a147-2a8093aa561f · outbound

This paper cites an unresolved cited work.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:48:50.403049Z

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 16eb31cd-20d3-49f2-a049-457f9ce2b4d0 · outbound

This paper cites an unresolved cited work.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:48:50.116117Z

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 3990d519-d5d8-4401-9876-6d8605f5bcb5 · outbound

This paper cites an unresolved cited work.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:48:49.881431Z

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 3eb4ca41-af5e-4e3b-949c-312052cac77d · outbound

This paper cites Penwarden et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Penwarden et al

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:49.650870Z

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 d98012e1-f765-4f40-8348-ac15625d9cc3 · outbound

This paper cites Prantikos et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Prantikos et al

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:49.417079Z

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 6f4b8b66-d005-4053-a919-3cbf2ab1375b · outbound

This paper cites Raissi, P.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Raissi, P

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:49.145649Z

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 c2b5a0ea-4a2a-4035-aae0-c5612a265374 · outbound

This paper cites Shima et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Shima et al

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:48.840693Z

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 3b344471-1b4c-4729-991c-862c0cc44568 · outbound

This paper cites Learning Specialized Activation Functions for Physics-informed Neural Networks.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Learning Specialized Activation Functions for Physics-informed Neural Networks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:48:46.736428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81c6d264-93b7-43a5-84f8-318005b26721 · outbound

This paper cites an unresolved cited work.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:48:48.638819Z

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 85ed2fb0-f2c0-4677-88c4-61303821db9c · outbound

This paper cites Wight and J.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Wight and J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:48.404957Z

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 092fa4a6-3f38-49ff-80bf-0df6db798d10 · outbound

This paper cites Wu et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Wu et al

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:48.177815Z

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 576b3158-bc0c-4aa1-91c8-5694256cc406 · outbound

This paper cites Zapf et al.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Zapf et al

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:48:47.960378Z

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 5fb8b802-30ba-47d1-a811-1a9fff44d618 · outbound

This paper cites an unresolved cited work.

Improving physics-informed neural network extrapolation via transfer learning and adaptive activation functions Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:48:47.735268Z

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.

Pith citing papers

No inbound Pith citation observations are available.