Paper Citation Record · LEDGER

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2505.03806.

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

pith.paper-citation-record.v1
2505.03806 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:33:44.836057Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

33 of 33 outbound references displayed

verified exact3
verified fuzzy13
unresolved15
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b3f500d5-e6fd-44ad-b713-c658a53fa444 · outbound

This paper cites Barros, F.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Barros, F

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.372191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c99d896-9166-401d-be8c-588c754f36d7 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.357948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1adfd898-04fc-4f77-a8a3-dbf9b060691b · outbound

This paper cites Fuhg, Ioannis Kalogeris, Am´ elie Fau, Nikolaos Bouklas, Interval and fuzzy physics-informed neural networks for uncertain fields, Probabilistic Engineering Mechanics, 68, 2022.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Fuhg, Ioannis Kalogeris, Am´ elie Fau, Nikolaos Bouklas, Interval and fuzzy physics-informed neural networks for uncertain fields, Probabilistic Engineering Mechanics, 68, 2022

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.344793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f278b1b3-c1ad-46cd-aac6-753fbe035554 · outbound

This paper cites Methods Appl.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Methods Appl

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.330658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6f37040e-4538-4535-9e53-ea07f737fc1a · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.316018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0bf17b8d-487a-47f4-9af5-094dab563be0 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.360776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d80a7a-5542-4395-be6e-5c82bc378cc6 · outbound

This paper cites SPIKANs: Separable Physics-Informed Kolmogorov-Arnold Networks.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks SPIKANs: Separable Physics-Informed Kolmogorov-Arnold Networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.365404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ec3db80-fb1f-4d61-bbf1-a879d496d2fb · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.301412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b3f55d52-d74f-43b6-8cd6-19fd13ff0515 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-16T04:33:44.964122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eae50a20-7228-4651-a171-6104cab12456 · outbound

This paper cites Mazandarani, N.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Mazandarani, N

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.284606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b718780c-fa48-4083-888a-efdd698f7fa3 · outbound

This paper cites Mazandarani, Y.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Mazandarani, Y

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.270460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5815188f-077c-44f0-b8a7-9caf81bbf75a · outbound

This paper cites Mazandarani, M.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Mazandarani, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.254966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c0ff1e17-e470-484b-802b-342c2f6e740f · outbound

This paper cites Muhammad, M.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Muhammad, M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.239069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 84b8691d-311b-4b28-a40e-630f484c4405 · outbound

This paper cites Paulson, Ali Mesbah, Stochastic physics-informed neural ordinary differential equations, Journal of Computational Physics , 468, 2022.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Paulson, Ali Mesbah, Stochastic physics-informed neural ordinary differential equations, Journal of Computational Physics , 468, 2022

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.225715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8ff9133d-6976-43ca-9cbf-1690db3d6448 · outbound

This paper cites Porta, Monica Riva, Alberto Guadagnini, Modeling parametric uncertainty in PDE models via Physics-Informed Neural Networks, Advances in Water Resources, 195, 2025.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Porta, Monica Riva, Alberto Guadagnini, Modeling parametric uncertainty in PDE models via Physics-Informed Neural Networks, Advances in Water Resources, 195, 2025

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.212232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47fccd95-117f-46cf-9ab0-97bbd7e029df · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.198301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c6511503-c952-4644-bb54-a56ebfc0c71b · outbound

This paper cites Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficent-KAN and WAV-KAN.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficent-KAN and WAV-KAN

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.618481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 996d71e7-9cec-44ae-be6e-42fa0c89dc66 · outbound

This paper cites Piegat, M.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Piegat, M

Reference 18

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T04:33:45.184823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4d2e8d87-4eb6-49c7-8f3c-3a8610e05d67 · outbound

This paper cites Piegat, M.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Piegat, M

Reference 19

Resolution: verified exact; doi, observed 2026-08-16T04:33:44.933472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 070b2916-79f7-4c88-84ef-fc35f2dfc963 · outbound

This paper cites Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.632202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d5e677-4566-4e09-bed4-1145d7622936 · outbound

This paper cites Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.639104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a4cb57-0864-499f-93a0-7b879d013f42 · outbound

This paper cites Raissi, P.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Raissi, P

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T04:33:44.690924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8db38f6e-7bd0-4bb0-97f5-4145cb1f597a · outbound

This paper cites Toscano, V.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Toscano, V

Reference 23

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T04:33:45.161817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5d66235-7fc4-40a6-83c7-c7b59957abb7 · outbound

This paper cites Bohner, E.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Bohner, E

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.148060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 27246662-a156-48af-99af-ee867bfced42 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.133651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d08b476c-5194-4f49-85d0-31dec8fdbcb4 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.119529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation efe6b12c-58d3-4440-af48-d6062f44d8d6 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.104910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7c9de600-5573-41db-8640-bf14889da26c · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.089600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 72d19651-f44e-4caa-87c1-d8e16d2d0a63 · outbound

This paper cites Zadeh, A New Direction in AI: Toward a Computational Theory of Percep- tions, AI Magazine, 22(1), 2001.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Zadeh, A New Direction in AI: Toward a Computational Theory of Percep- tions, AI Magazine, 22(1), 2001

Reference 29

Resolution: verified exact; doi, observed 2026-08-16T04:33:44.918632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 25c316d0-3fec-4cb2-908f-de1ce5ba5381 · outbound

This paper cites Zadeh, Toward a generalized theory of uncertainty (GTU) – an outline, Information Sciences, 172, 2005.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Zadeh, Toward a generalized theory of uncertainty (GTU) – an outline, Information Sciences, 172, 2005

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.072666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0e86f7f7-f3b4-4076-bc53-541e300f89aa · outbound

This paper cites Zadeh, Generalized theory of uncertainty (GTU) – principal concepts and ideas, Computational Statistics & Data Analysis , 51(1), 15-46, 2006.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Zadeh, Generalized theory of uncertainty (GTU) – principal concepts and ideas, Computational Statistics & Data Analysis , 51(1), 15-46, 2006

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.057836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0587d5cc-81ed-44db-b5b2-ff7cef3186fc · outbound

This paper cites Zadeh, A Note on Z-numbers, Information Sciences , 181(8), 2923–2932, 2011.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Zadeh, A Note on Z-numbers, Information Sciences , 181(8), 2923–2932, 2011

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:33:45.041325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd032bf8-42c7-45dd-9314-ffc765aaa319 · outbound

This paper cites an unresolved cited work.

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:33:45.025766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.