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Paper Citation Record · LEDGER

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation

As of 4 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2605.12997.

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

pith.paper-citation-record.v1
2605.12997 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-14T19:47:19.100149Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

71 of 71 outbound references displayed

  • verified exact1
  • verified fuzzy59
  • unresolved8
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3e5a9f68-8715-42cd-93c1-e5b55b94aff0 · outbound

This paper cites Langley , title =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Langley , title =

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 7ff6b0a7-a0b3-44bc-b1b2-5e7207409cdd · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 2

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unresolved
raw_fallback, observed 2026-05-14T19:47:53.956654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 0c4b85fe-216d-4e41-a6ea-61a75c772ff9 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 3

Resolution
parse uncertain
raw_fallback, observed 2026-05-14T19:47:53.926424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9ec97032-528a-4f4f-b542-5fa29fbe5ae8 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:53.995430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 75447165-2223-4281-842f-82b0b1c7e663 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:53.976500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation c7b2c0bf-22ee-4f53-beea-c71353fdf353 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:54.001450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation f92315a7-5b5f-41cc-aa4a-2b5841300c63 · outbound

This paper cites Newell and P.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Newell and P

Reference 7

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verified fuzzy
raw_fallback, observed 2026-05-14T19:47:53.990378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:9dd0eb55914973da0b1c687a56a94009d508de8903db4f36b4978725193742d6

Observation 8cbb9bb0-cb7e-4c38-aa4b-3506195e5196 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:53.967201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 5b5c8805-10ba-443b-861f-34689b91dab5 · outbound

This paper cites 2010 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2010 , publisher =

Reference 9

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verified fuzzy
raw_fallback, observed 2026-05-14T19:47:53.985304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:aa912f3e28efefec417afa977d787c7b6903ccbd11ce4cfc6a437e987711d629

Observation e40ead5f-5dde-4952-bc18-97f3fbcd63ea · outbound

This paper cites 2002 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2002 , publisher =

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:8a6d06112df0e13ef95338e23aab30749c5adb4b54203cc52cf47a017c25c208

Observation 1b8ed0e6-05a8-4ba8-9377-0b93363702ce · outbound

This paper cites 2004 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2004 , publisher =

Reference 11

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 45e8766b-ecd1-47a7-af57-017bbfd2f407 · outbound

This paper cites 2015 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2015 , publisher =

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 1560430a-0ee8-41a4-9509-8c0a7d1af6a6 · outbound

This paper cites 2007 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2007 , publisher =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:53.961340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 2e86cc38-4c10-4536-80bb-91cd9273767d · outbound

This paper cites 2013 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2013 , publisher =

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation d759e0ca-83fb-422d-9478-37e2548d3315 · outbound

This paper cites journal =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation journal =

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:b88df99bd8444bac43a6a913a6809d0826b5543d8ee7613372e56c750832eca9

Observation 90cbd20d-4ba2-4bfa-8cf4-1a4921e4c4f5 · outbound

This paper cites 2015 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2015 , publisher =

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:6a4280439ad955b37d17146642559e885e78c49adc9a748d919621643d6d95b8

Observation eb04ce1b-b8bb-442c-a786-7974ec4e1021 · outbound

This paper cites SIAM Review , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation SIAM Review , volume =

Reference 17

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:87ce0ad6ad8475764df7b0402f94188f45f75007f6d0dee8794858f92eac7cd9

Observation 3d4fbe99-87c7-4a6a-9353-6cc1be2e9a0c · outbound

This paper cites 2014 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2014 , publisher =

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 5fdb8d14-50ff-40cd-a156-c959da20b7cb · outbound

This paper cites 2019 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2019 , publisher =

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 520b795d-d1cb-4a7c-b71e-892fac3b1230 · outbound

This paper cites Journal of Computational Physics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Journal of Computational Physics , volume =

Reference 20

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 44a26968-236e-4dfe-b965-b5364d90c640 · outbound

This paper cites Nature Reviews Physics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Nature Reviews Physics , volume =

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 33570feb-75a8-4989-9d97-83907be75c8c · outbound

This paper cites ACM Computing Surveys , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation ACM Computing Surveys , volume =

Reference 22

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation d1a9b039-449e-42aa-8e43-1bb64753ef11 · outbound

This paper cites Journal of Scientific Computing , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Journal of Scientific Computing , volume =

Reference 23

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verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.166086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 96686fc9-797b-4db5-ae4a-5beabb5c98e2 · outbound

This paper cites United States Department of Energy Report , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation United States Department of Energy Report , year =

Reference 24

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 3914c894-b1c0-4384-8fd5-606f2c1aa0c0 · outbound

This paper cites Learning nonlinear operators via.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Learning nonlinear operators via

Reference 25

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 32fdc490-0e16-444f-972d-1d15179ce7f3 · outbound

This paper cites International Conference on Learning Representations , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation International Conference on Learning Representations , year =

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 3247cf38-dc7e-49c2-87e0-358edef240a1 · outbound

This paper cites Neural operator: Learning maps between function spaces with applications to.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Neural operator: Learning maps between function spaces with applications to

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation ba893dc6-88a3-42f2-ba06-e17cb04c873a · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:54.089143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 5c7e7735-515c-4a84-a8fc-86e2cafec0c7 · outbound

This paper cites and Detre, John A.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation and Detre, John A

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 5e826f62-d0d4-4581-915c-0ed6d2ab3466 · outbound

This paper cites Deep learning methods for Reynolds-averaged.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Deep learning methods for Reynolds-averaged

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.227194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation bcc24d63-d846-4cd0-b153-2fdaa3843e54 · outbound

This paper cites Universal Differential Equations for Scientific Machine Learning.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Universal Differential Equations for Scientific Machine Learning

Reference 31

Resolution
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arxiv_id, observed 2026-05-18T00:24:43.814360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation d14806a8-1e8d-4456-91df-a160e835c70a · outbound

This paper cites ICLR Workshop on Integration of Deep Neural Models and Differential Equations , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation ICLR Workshop on Integration of Deep Neural Models and Differential Equations , year =

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.075893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:93b5fcb1bbc36c5e14d2d52e67e0388475e553f314abb23df1818a0f118b70ef

Observation 9b123ac4-4d92-4489-9a22-7afdf7348db7 · outbound

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

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Learning the solution operator of parametric partial differential equations with physics-informed

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.045601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:e0500363117513c17f13f434082cedc306337f0b24e6fc3d3900ed73eaa8281e

Observation 4a02e600-b09d-4fc1-b056-95d2aec59390 · outbound

This paper cites Physics-Informed Neural Operator for Learning Partial Differential Equations.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Physics-Informed Neural Operator for Learning Partial Differential Equations

Reference 34

Resolution
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arxiv_id, observed 2026-05-14T19:47:52.709391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 2a481773-e4a9-4691-853e-01c89706d959 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems , volume =

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.058470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:64088487e379677912d050fb821ff0f330a866ee341f7148ad5e9382ce83b967

Observation 7a844e31-ea76-403d-808c-814f42f1d881 · outbound

This paper cites and Azizzadenesheli, Kamyar , journal =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation and Azizzadenesheli, Kamyar , journal =

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.187260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:045986cc1e4b80a69bce92413d0c8365e9259c968d6037b1af936a55a98efdd6

Observation 5ab0e469-a82b-4e3c-9c5d-7de2a51fa0f2 · outbound

This paper cites Computer Methods in Applied Mechanics and Engineering , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Computer Methods in Applied Mechanics and Engineering , volume =

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.079701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:a49072173c684d100f47cc44332d2b7c86e35664f6af70ef342f54338bf190d6

Observation c8a981e4-4918-4df5-b0ce-2857f614621c · outbound

This paper cites Computer Methods in Applied Mechanics and Engineering , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Computer Methods in Applied Mechanics and Engineering , volume =

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.093713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:bcf10039d676d08126c9c1d137cb349aada72ded9c0ae8f72967034504218476

Observation 458254e9-2e19-4e81-b255-50a52061391f · outbound

This paper cites Journal of Computational Physics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Journal of Computational Physics , volume =

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.183387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:ba85ff702f1586a4337d5e92135cf5739030bf9847e04789fd9c26a1828a28a1

Observation 7f94f13a-6aee-44b8-9bcd-629adc6e2710 · outbound

This paper cites Improved generalization with deep neural operators for engineering systems.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Improved generalization with deep neural operators for engineering systems

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.098975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:cff9305dafbcb4a61db71928f5b23d52dc002348dfc9550585d77578c0433683

Observation acc36484-5cee-4734-9bdd-05911e4c240f · outbound

This paper cites Advances in Neural Information Processing Systems Datasets and Benchmarks Track , year=.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems Datasets and Benchmarks Track , year=

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.179295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:4f1b49de774d5aba2bc9161a5b992d777d7164dfc0c2167cb78d7a7f768ff633

Observation 4e86883b-9c9e-4f54-85ac-d2e781b69ea6 · outbound

This paper cites ICLR Workshop on Geometrical and Topological Representation Learning , year=.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation ICLR Workshop on Geometrical and Topological Representation Learning , year=

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.107715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:a4fd50588647456ed7148fdf413f5f585afa83b8ec80803e500218d24648e24b

Observation cfbb19f7-e63d-43b9-b730-bee163c1ce12 · outbound

This paper cites and Welling, Max , booktitle =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation and Welling, Max , booktitle =

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.071712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:f63da94dd41cca46b9d58440d5fda8078f53f1a71ffb1210bb53a346ed08f5c2

Observation bbf62fe4-8d30-4b4f-bc5c-2dec4fc9f62f · outbound

This paper cites Numerische Mathematik , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Numerische Mathematik , volume =

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.015151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:aef57b02a59ee6702c82da030fe8d4ade17dc9d5740d8c8e9c179c2fc8985891

Observation a4f49c61-d10a-4057-b662-b44c168beba9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems , volume=

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.193814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:ce775e31d0cd35a1e6522c9ef4f833f8d25c5310b345b1444f59e229d060a3f1

Observation 8514b95e-91fe-47ee-8bd1-c0e0421f8560 · outbound

This paper cites 1986 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 1986 , publisher =

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.067158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:3e0683a4224db7b0ac4b9c317dec4ce0ec45f4c7eab8dad3ebbd6c9227812c32

Observation 0a5b35d3-e432-40e2-a4bd-92b91d161d3c · outbound

This paper cites 2012 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2012 , publisher =

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.034442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:2b0d2fbd03546fd51ad034eb07191cdaef10b7ba1dc54ce68d40e6ad94151795

Observation 83bc054f-5be2-4caf-9c9c-8d4f34d8c02d · outbound

This paper cites 2002 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2002 , publisher =

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.190379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:3e40b0e9a45cf52b19ff062fcf730124aa7b8145af0de1a0d7002b4943623cc4

Observation 0ca5595b-9f88-45fc-9154-b378c11710ac · outbound

This paper cites Geophysics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Geophysics , volume =

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.111853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:2e826cfd5e347be8d8e44682115c9b90eb19cf5d8f75d6a19c850e988c1f719a

Observation 9512a1ce-ff88-4904-b686-e560d0ad3a1e · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:54.231610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:87a83f904b298164b7dc5527e4a1e7347bff3e6dc3dce3f4076218abd3884a8d

Observation f71c06c6-6df6-43a0-bc8d-ea0c819a870a · outbound

This paper cites Geophysics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Geophysics , volume =

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.205406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:4c4fcc19cc76e5e438357805d840b83daca62cdb4d6a90729be89da64f8c4cbb

Observation 45d35d1b-942d-4929-b0da-85a1c0159464 · outbound

This paper cites 1995 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 1995 , publisher =

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.215264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:d070a940c88598213e6d547ac8c0927bb856a17ee6f880186003cea38c5e7d5a

Observation c6c4c311-751a-45c4-a1ec-b890de926936 · outbound

This paper cites 2007 , publisher =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2007 , publisher =

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.085214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:1742aa669846627a08e0a6ee28c7cbc46044f88251e75cc11ad26c29d1c34212

Observation fcf64767-ffa3-4e3e-bb43-0300966a53cf · outbound

This paper cites Mathematical Geosciences , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Mathematical Geosciences , volume =

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.121072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:43f60bc396d7f724214c7ffdb966a09c6d6965ed5e30b0a4bdf9c4ea07427542

Observation cd8fc99b-7042-4421-94c3-c0a2886d1745 · outbound

This paper cites Proceedings of the 40th International Conference on Machine Learning , pages =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Proceedings of the 40th International Conference on Machine Learning , pages =

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.103019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:1a26aac3a04da7b19fab9799c9edddd130380f58faa42b6d37c2a4426715efc9

Observation 31988027-9786-4f30-824f-db651a0cd1e0 · outbound

This paper cites an unresolved cited work.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-14T19:47:54.220091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:be54ba3de5d8b16d8f3980746fc715dccc0f115c319080515d8b7cd9536f9855

Observation 322e0e02-ea96-4810-b18e-03f9428d5640 · outbound

This paper cites Machine Learning: Science and Technology , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Machine Learning: Science and Technology , volume =

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.006092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:9e2f889e28b74f4d72c99b20464bdf504bad06d0dc329b6288394df57f8179d0

Observation 58270797-41c4-4ea5-98db-04220f2989e9 · outbound

This paper cites journal =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation journal =

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.139240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:de4da4b34e31051ed38257f5653dd659afde71ca423fd2c15b89af066ca84649

Observation eb5c5c63-5bc8-4825-b7bf-f567c650450e · outbound

This paper cites Communications on Pure and Applied Mathematics , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Communications on Pure and Applied Mathematics , volume =

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.062818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:79f71cd1441c4d1021bd1dde8c4fd9db3be6b1cd34448ad5dade700b99491b36

Observation 6582b408-e654-48f5-b242-c616b1363489 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Proceedings of the 41st International Conference on Machine Learning , year =

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.010621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:34140efce1d9fc5b2789dab4e74b27bc91cd47219640492da7614728ba1f98c8

Observation f7dfb90a-9317-4f40-b25d-d48296a26b01 · outbound

This paper cites Advances in Neural Information Processing Systems , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems , year =

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.143208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:088aa71f8c539d7c4da8d5d32a06094f4334ff935601fd188f57104468ed3368

Observation 427f0190-8f68-41e4-9a44-ef0a775c0651 · outbound

This paper cites Advances in Neural Information Processing Systems , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems , year =

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.054217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:ca3b3db1165ed0cacae5efbb1c278e109aa70349ab6aec2d2752ad85dd2d9be5

Observation 78571a49-8b5f-4e10-beef-22f97d57b71f · outbound

This paper cites Scientific Reports , year =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Scientific Reports , year =

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.171348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:88563f86fa14526cf26061487f05295cc3060db3cdd1be6b338d0bb947c76dbd

Observation 585b8157-4086-452f-804a-39a210d8bdcc · outbound

This paper cites An Accurate Neural Solver for.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation An Accurate Neural Solver for

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.130346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:d6164a6d330e76b2b23a9e1b5bbe0dac6f44bc64fc7d0a1961e3de9fe97da31f

Observation 41a82e7e-8ac0-4b50-89aa-39010a5c5cfa · outbound

This paper cites Methods of Mathematical Physics.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Methods of Mathematical Physics

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.175384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:73734909194ac33e4531c5bd378a8fb9561e09a020efe509d73414383424a633

Observation a97138b7-13c5-4f38-8051-df3655087b03 · outbound

This paper cites 2005 , publisher=.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation 2005 , publisher=

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.049986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:f1160c3736ea2c7c3d8b1ad7c104f714872156d253569e5fb3b91db2a159bd1f

Observation f93d4c44-8a78-4d29-b3a3-751ab8601721 · outbound

This paper cites Shields and George Em Karniadakis , title =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Shields and George Em Karniadakis , title =

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.116678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:33ffea708186fea3295314aa98a681783417ae1878d48f6bd177d7b3480c5d9a

Observation 5d852a60-615a-49c9-8f4c-41e9ce691648 · outbound

This paper cites Convolutional Neural Operators for Robust and Accurate Learning of.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Convolutional Neural Operators for Robust and Accurate Learning of

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.029749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:41c96308737fc3bb4dee283c0a3fad5702afc7cabc999b0272e40a06b31c12b0

Observation 64a306c9-2392-4267-a7c2-b7f254901798 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Advances in Neural Information Processing Systems , volume =

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.147758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:59db5a2be189fd9a80b9104070e9d4c4c716d50c69d3b2191bfc071315aa5208

Observation 8678d070-4bcd-44ff-9ce1-5601a622a8b1 · outbound

This paper cites Overview frequency principle/spectral bias in deep learning.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Overview frequency principle/spectral bias in deep learning

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-05-14T19:47:51.781443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:a861d3149251b527b0b234810b796cc055dbab8d3b2522600c413643dbe2ef23

Observation 9aaf840f-f2ba-48ee-b30e-4fd91ccb2b8c · outbound

This paper cites Benjamin Erichson and Kush Bhatia and Michael W.

Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation Benjamin Erichson and Kush Bhatia and Michael W

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T19:47:54.019923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T19:47:19.100149Z digest=sha256:e167f759a317dbbee77d8850a7eb99094b41400148aa0efa8ab9899858a96452

Pith citing papers

No inbound Pith citation observations are available.