Paper Citation Record · LEDGER

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation

As of 11 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 3 inbound Pith citation observations for arXiv:2502.00782.

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

pith.paper-citation-record.v1
2502.00782 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:52:03.254713Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:39:13.590127Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T15:47:06.078210Z

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy6
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35dfec78-1ce2-4889-862c-fd82f58638e0 · outbound

This paper cites Samaniego, C.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Samaniego, C

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.506967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e6e3e0e4-c0c0-4caf-9229-95d1b83846db · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.101353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4419d16f-d13e-4815-953e-8b59059626d8 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.492200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e39e9904-9bbd-4ac7-92d5-5d594cc82d15 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.110428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58de7bb-a3a3-48a7-8bdc-5ea883ec2c80 · outbound

This paper cites Yizheng, Z.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Yizheng, Z

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.477198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 046ee936-6a71-4942-83eb-38c1371a543e · outbound

This paper cites Raissi, P.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Raissi, P

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.118877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fedd3f9-9e78-4432-9140-fa72a3ebffc5 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.123303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08dc357a-92ba-4898-bd8c-6596c8ea0333 · outbound

This paper cites Fourier Neural Operator for Parametric Partial Differential Equations.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Fourier Neural Operator for Parametric Partial Differential Equations

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.127702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ea4f8c-8807-45ee-9d25-80daf1dcfbf3 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.454861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ad97aa3-cff4-438e-9d3f-ff20dd945c57 · outbound

This paper cites Variational Physics-informed Neural Operator (VINO) for Solving Partial Differential Equations.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Variational Physics-informed Neural Operator (VINO) for Solving Partial Differential Equations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.136949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ac1f451-2e31-4b69-a980-64a85d645939 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.141669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f78b038-38ec-42a8-8488-9d353306a2d1 · outbound

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

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation One-Shot Transfer Learning of Physics-Informed Neural Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.146146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc7e9561-97f5-4972-b284-389b5fe27b8e · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.432057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 532c9ff5-c4ac-4c9b-aeed-a24afdfb3e8d · outbound

This paper cites Zhuang, Z.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Zhuang, Z

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.417504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8b514064-6bde-44f4-9d6b-252d1d7ff67b · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.404030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e0a01baf-9efa-4841-870b-7019b9e6b100 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.391423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3dabfc70-d00e-450b-9437-b793e982c28d · outbound

This paper cites Chakraborty, C.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Chakraborty, C

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.378888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6bb600d7-c1a5-44ec-a9e5-322cb6643256 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.365553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8b848326-eca2-431c-910c-97847547232d · outbound

This paper cites Haghighat, M.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Haghighat, M

Reference 19

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T17:52:03.950128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 21d703dd-0c10-46db-b4a4-8f3019cb3255 · outbound

This paper cites Goswami, C.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Goswami, C

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.179129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e23fef-b0c6-452e-8c7f-0722f232d99c · outbound

This paper cites Chakraborty, Transfer learning based multi-fidelity physics informed deep neural network, Journal of Computational Physics 426 (2021) 109942.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Chakraborty, Transfer learning based multi-fidelity physics informed deep neural network, Journal of Computational Physics 426 (2021) 109942

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.343010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb388c89-a04c-4c7a-8a27-fda0127db519 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation LoRA: Low-Rank Adaptation of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.187423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a415fcea-464c-4af6-8ab8-63ee0939928f · outbound

This paper cites HyperLoRA for PDEs.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation HyperLoRA for PDEs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.192056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80813df1-8101-47e6-b711-13f9096bf1fc · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.328903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e6d79ff-561e-42c4-b81a-1c36de90cb7a · outbound

This paper cites Fung, Foundations of solid mechanics.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Fung, Foundations of solid mechanics

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:52:04.313966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30c0c5c7-04d4-49ef-81c1-71a4ea5a4695 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.203946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a5ac5d2-9f07-4e68-b7e7-9f89da0be39f · outbound

This paper cites Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.207711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a480e061-4159-4afa-98ad-26867ba5e497 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.290612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 480f3936-6c5f-47f4-b476-27db636be5a3 · outbound

This paper cites Towards a Unified View of Parameter-Efficient Transfer Learning.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.215341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76118fd4-df04-4228-a216-c07f3cedd8de · outbound

This paper cites Radford, J.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Radford, J

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.219120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52bcbb1e-1f9e-45e5-a930-d4b9f0c00f4a · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.266953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4ac243a-a679-431b-92ed-0a65eee8f8a0 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.251225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aff1a027-1302-420c-935e-c7d32a4d22d9 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 33

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T17:52:03.614750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ce6ebc77-1b95-4cca-bfd3-f1abf6ce79a0 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.237411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 349b1b72-9994-4a69-85c6-79cdb0238fe9 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.223703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c44f59b-8486-4690-82cb-8a24d54ae27e · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.209318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d84e980d-5329-42ae-a74b-a3f2bbcf6dd6 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:52:04.195314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d53adab-46df-44bf-aef8-057d19020f65 · outbound

This paper cites an unresolved cited work.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.250704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c349e681-4006-41a7-94d8-326e1cbdf5bb · outbound

This paper cites Paszke, S.

Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Paszke, S

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T17:52:03.254713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f84317d8-46b1-4da6-bc3f-3f175c7b2949 · inbound

IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation cites this paper.

IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T22:39:13.590127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b2b276a-0ca8-4a12-9b95-c4a86c7cf889 · inbound

Physics-Informed Neural Networks in Clean Combustion: A Pathway to Sustainable Aerospace Propulsion cites this paper.

Physics-Informed Neural Networks in Clean Combustion: A Pathway to Sustainable Aerospace Propulsion Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-04T21:21:41.279652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 481dfa01-0518-48dc-ab64-812bf987895c · inbound

Effective Dimensionality as an Operator Invariant for Physics-Preserving Constraint Adaptation in Physics-Informed Neural Networks cites this paper.

Effective Dimensionality as an Operator Invariant for Physics-Preserving Constraint Adaptation in Physics-Informed Neural Networks Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:47:06.079762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.