Pith. sign in

Paper Citation Record · LEDGER

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs

As of 19 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2506.17582.

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

pith.paper-citation-record.v1
2506.17582 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:11:56.793977Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

32 of 32 outbound references displayed

  • verified exact2
  • verified fuzzy11
  • unresolved17
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f022929-154d-4d34-a00f-3e0c0a55f5b8 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.119011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.694598Z digest=sha256:993b41d354b3fb982ed52002a7024a85410deb26cfb573a83110038c8b478552

Observation 131281d3-9fce-43d5-be1a-eaf3062c9050 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.110785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.697653Z digest=sha256:7f51d4d4a34d55a84dd37d7f9c4cbf4aabf53617707e02d9860f2b9fd96b8266

Observation c74a4cbc-69eb-49dd-9351-5baf9af04c1c · outbound

This paper cites Zienkiewicz, R.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Zienkiewicz, R

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.103145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.700736Z digest=sha256:5c3cc19a5ccc373a52356f3445751349686345668da93632fbe59a1a50565e50

Observation 1ab49e87-7a76-4438-8ff7-4f2e4439cbae · outbound

This paper cites Godunov and I.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Godunov and I

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.093370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.704392Z digest=sha256:21b9ef4f10f5a5764d6dc21c954dcf787e4d1a40d6503166b15902bfe09a9f4d

Observation 6c189fe2-5254-4219-9423-560ce6d45482 · outbound

This paper cites Eymard, T.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Eymard, T

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.085699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.707571Z digest=sha256:2935c0f75e5db433268d84aa5893da0a032d39fd07dea52b299fddc330bc1767

Observation b3fa2936-084b-46f3-8932-3b61444038dc · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.077370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.711210Z digest=sha256:4eceef75c7157dfdd0fc2f0d41f58459b2be8fe6d89520bc65a9c8bebcc79e2c

Observation 881ec914-b394-4468-9403-df1896ba123b · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.067870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.714673Z digest=sha256:6a482a862ff615ad7d13b8b901989bdf90d99d03b0319235ff5d2c61820da558

Observation e36e7f52-50bd-4a3a-863e-18fe39559412 · outbound

This paper cites Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.717464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.717464Z digest=sha256:60b2f2e31a19cfee79a293471f5ff30152e5ba251d27fbc4c353b0ef816bf86b

Observation 2f8a00ac-3e74-4bf0-9b8f-96dda81738e2 · outbound

This paper cites Meta-Auto-Decoder for Solving Parametric Partial Differential Equations.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Meta-Auto-Decoder for Solving Parametric Partial Differential Equations

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:11:56.910003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.720998Z digest=sha256:31d0f829cb3a1eec67a959d02ac6f126875a259fecd2682a47d8b404ae532899

Observation de819b62-000a-421a-8f60-5ee6ad53f550 · outbound

This paper cites Belbute-Peres, F.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Belbute-Peres, F

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.060469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.724146Z digest=sha256:69e2595c298f1e30555e6f01a7fcef6189f1d3df7a2faac02897eb6162e18955

Observation a636db74-f3fd-4d82-803c-8fdfeecf8e36 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.051623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.728178Z digest=sha256:7be171035ac7c3c9d1fb8b2eb32d1fcdf03581924636b427b0f3b3389b124a12

Observation 1c5661f3-ffbc-4f0b-a347-f62f2737dc74 · outbound

This paper cites Understanding training and generalization in deep learning by Fourier analysis.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Understanding training and generalization in deep learning by Fourier analysis

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.732531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.732531Z digest=sha256:5dd76b8c6f5c579d93c1bf0d2caf6b83349d1aa55a3efb4fc80792f57e123303

Observation e967798d-8ba5-412a-bf3d-26f411ca8a64 · outbound

This paper cites LeCun, Y.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs LeCun, Y

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.043507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.736212Z digest=sha256:4e99bcd2d8ce123d0fef8267e1faccbdc7c6d88cb2947b7e862c3e5b068a21f1

Observation 6d115a96-bd06-460e-8439-41eb1f3d6828 · outbound

This paper cites Raissi, P.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Raissi, P

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.035333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.739565Z digest=sha256:ccb35070d4912e89d8cd3e1c187a748fb04f3e1dfe9a32dbd08a4c580aee6e37

Observation dbd5399c-6590-4241-b1f0-1b51bdf70b0c · outbound

This paper cites Sirignano and K.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Sirignano and K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.026737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.743481Z digest=sha256:4b5f18da23f0991d850d90503b537f2ed7b66e3020381d6396028d3b29d738e9

Observation dc3d40c2-c73d-4c16-8ab6-e3787b760e18 · outbound

This paper cites Yu,et al.,The deep ritz method: a deep learning-based numerical algorithm for solving variational problems, Communications in Mathematics and Statistics 6 (2018), pp.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Yu,et al.,The deep ritz method: a deep learning-based numerical algorithm for solving variational problems, Communications in Mathematics and Statistics 6 (2018), pp

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.018851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.746404Z digest=sha256:7c4b286e9d120d05a0ac104aaa58dee481f60aba6bb0d2b03aeda8fc89ae6e0d

Observation 551f0b87-41b2-4a63-bddb-c55dea2d5b78 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:57.009742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.750062Z digest=sha256:7295ff4750a0452953e3014c5a7c53a0bc19c0ef2361530f9858e8e8a5b3d26b

Observation e957f737-d050-4a57-9354-6dce8901a4b0 · outbound

This paper cites Raissi, A.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Raissi, A

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:57.001654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.753126Z digest=sha256:f24c27d88873fa5f687e38455f0a5d84732905e8929c6b10e4afcc13a7a4aa32

Observation 78e0de77-8567-4d6c-a227-0d7b788cfecd · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:56.993246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.756322Z digest=sha256:fbc7c311d96344adebac73a014942511faa5d826f09e8aa3a3105c29fd36935b

Observation a1229dba-a834-4ac8-bca9-f36589668669 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:56.984416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.759442Z digest=sha256:4ea3256319af2f9fe96c1edf82e3f26eadfdbd784abafa33fa1e89c8724317a7

Observation b60ca831-241a-44cf-bd5a-c99e7c5a759e · outbound

This paper cites Neural Operator: Graph Kernel Network for Partial Differential Equations.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Neural Operator: Graph Kernel Network for Partial Differential Equations

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.763344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.763344Z digest=sha256:670e7f98d5d1786f8827b516c879d597a184192511c7b864fdcbafaec1459df0

Observation f01ee33d-cf7c-4082-80f5-dd972a644999 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:56.976052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.766286Z digest=sha256:29dc96df79ef05c7acf1dbdac10b1322f293133038dde86b77c4c13b2eb12b0e

Observation 4c6c164d-9855-4c18-a394-fa362425c5a6 · outbound

This paper cites Penwarden, S.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Penwarden, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:56.967811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.768929Z digest=sha256:9e697e48e73fb82dd89068860871fbbe7750da59fa12fea0ab1d897941a9eb7e

Observation a78bbfbc-88b7-43cb-826c-5f42177e8b48 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.772276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.772276Z digest=sha256:e61d6b17f9469fd86e9f3688d1e25cc72a699bcc3bc32355fc5b9f2898b5b8e8

Observation 967c107a-18aa-49bc-ae37-8ccbf708aac0 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-06T23:36:19.416689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.775261Z digest=sha256:7d84e5541570c4507a31dde90c25f8d06da40c634f4cddcaf9987cda2021bf7e

Observation 3dc6ff8c-5919-40ca-85e0-c8dfaf764d33 · outbound

This paper cites Zou and G.E.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Zou and G.E

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.777931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.777931Z digest=sha256:63ad339d7ddc24057e4149064727394da5a5cec7811768a9d69ec8337b4a310e

Observation 345a8d4f-2090-421e-a865-7bb5939d2d06 · outbound

This paper cites HyperNetworks.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs HyperNetworks

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T19:11:56.780379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:11:56.780379Z digest=sha256:c82530729f9b4b7d1da3284edb20eace6a27ee624858d531ccc00815a929c6b2

Observation 690cfc24-e6df-41b9-9d7c-2218d25c98c6 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:56.958756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.784339Z digest=sha256:f0b4b3fd7184ceb35f03ac4b29d390aba77bcc20e0b0e00e6710832f6081fa38

Observation 02ed87ec-9148-4de1-94ad-dd90b7d80ea4 · outbound

This paper cites Xiang, W.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Xiang, W

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:11:56.949763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.787138Z digest=sha256:97e781ca33a3d9f4fa41e4211939a0c14c2f22bdaf48fb08831b169b31cf2c15

Observation a72139ed-41a4-40b6-ba9c-b86b6b4c98d0 · outbound

This paper cites an unresolved cited work.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:11:56.942349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.790688Z digest=sha256:4ef050f0ad7f954b915f50834eccbe8fcd4a5aeeaa213bcf8b8018c16e719136

Observation 26326323-6e54-4b47-b0db-f190b99dda5c · outbound

This paper cites Iserles,A first course in the numerical analysis of differential equations, 44, Cambridge university press, 2009.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Iserles,A first course in the numerical analysis of differential equations, 44, Cambridge university press, 2009

Reference 31

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T19:11:56.934267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T23:36:19.026539Z digest=sha256:984f375c2a141a9c3a79d1e164a1c2ffbac005d4a092330310a28165792508ca

Observation a22814ba-665b-45e9-8fce-de16ae5a8764 · outbound

This paper cites Iserles,A first course in the numerical analysis of differential equations, 44, Cambridge university press, 2009.

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs Iserles,A first course in the numerical analysis of differential equations, 44, Cambridge university press, 2009

Reference 31

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T19:11:56.925229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T19:11:56.793977Z digest=sha256:8301d60915337f49e4057e0194b0a5187858fb4fe7b7623d93ff59f2fd579c25

Pith citing papers

No inbound Pith citation observations are available.