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Paper Citation Record · LEDGER

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence

As of 9 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2606.04018.

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

pith.paper-citation-record.v1
2606.04018 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T10:55:56.415184Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T19:49:16.231020Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

  • verified exact12
  • verified fuzzy22
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 08933e58-4b36-4068-9c7b-21d42252243c · outbound

This paper cites Bach,Breaking the curse of dimensionality with convex neural networks, J.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Bach,Breaking the curse of dimensionality with convex neural networks, J

Reference 1

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raw_fallback, observed 2026-07-09T12:26:16.917849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6e5bc23e-7aae-4b9a-893c-b0248a4542ad · outbound

This paper cites Bellomo, F.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Bellomo, F

Reference 2

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verified exact
doi, observed 2026-06-30T11:04:37.308185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ed4d0ef1-183a-4ae0-a26d-bc0be95288b2 · outbound

This paper cites Bertoluzza, E.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Bertoluzza, E

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ca687e33-a27a-4b5a-94c4-f42061de16fb · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 4

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raw_fallback, observed 2026-07-09T12:26:16.923710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8df53914-9f6b-4aa6-9486-725984a262e1 · outbound

This paper cites Regularity of Second-Order Elliptic PDEs in Spectral Barron Spaces.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Regularity of Second-Order Elliptic PDEs in Spectral Barron Spaces

Reference 5

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arxiv_id, observed 2026-06-30T11:04:37.828001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7bb91650-28f9-4b0d-b86b-af85c2071b69 · outbound

This paper cites Chizat and F.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Chizat and F

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1b9cb6c3-acca-4826-b9f0-acd6db7cbbfe · outbound

This paper cites Dal Maso,An Introduction to Γ-Convergence, Progress in Nonlinear Differential Equations and Their Applications, vol.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Dal Maso,An Introduction to Γ-Convergence, Progress in Nonlinear Differential Equations and Their Applications, vol

Reference 7

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raw_fallback, observed 2026-07-09T12:26:16.934238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:e321f3d1af99dbd1731d59a9e685c5e047d4eb76f076c352b0fcbd34e9c65b36

Observation 350e6a3a-a9d6-456a-b9bb-bf40902b5176 · outbound

This paper cites De Ryck, A.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence De Ryck, A

Reference 8

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raw_fallback, observed 2026-07-09T12:26:16.964884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6a076b03-2681-4e09-8351-ae05f789d98d · outbound

This paper cites Doumèche, G.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Doumèche, G

Reference 9

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raw_fallback, observed 2026-07-09T12:26:16.914002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:2e9610477561ba917bc9a59a64cf7717211c705c278f2ee9a6c9d54d20e956ee

Observation e3a3d6f6-f6ca-41fa-9169-cdc387d5d769 · outbound

This paper cites Dondl, J.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Dondl, J

Reference 10

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raw_fallback, observed 2026-07-09T12:26:16.957272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:f2422b008eb3f3a4b734ae635084ee0dc99f3d3e0b0836c7ca93354e2a69c50d

Observation 6eeb3cca-9b37-47a1-898a-351492a60bb4 · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 11

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raw_fallback, observed 2026-07-09T12:26:16.944558Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:fa2bc3ad31e148ce1d602a94784701c9feb37a9de8c0dc531c36c21a4c1f7af0

Observation 1f52ccc6-6cf0-432e-aaf3-ebc2b1835c0c · outbound

This paper cites Fernández and E.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Fernández and E

Reference 12

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raw_fallback, observed 2026-07-09T12:26:16.955055Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e76653c5-57cf-476b-9a3e-f3e280ab2805 · outbound

This paper cites Gazoulis, I.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Gazoulis, I

Reference 13

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doi, observed 2026-06-30T11:04:37.310036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:300b9ce6b7162c8f8b60a3e9535cb43fd3d64862f5f7375510f963a487fbd6f0

Observation 221beadd-411f-4c4c-ae9d-d4984945030b · outbound

This paper cites Girosi and T.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Girosi and T

Reference 14

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verified fuzzy
raw_fallback, observed 2026-07-09T12:26:16.958909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:834536a56e963f59b3003c9d02d717377a29d88e23cfbd17b8d33dc752fc7d40

Observation a6ae45be-6b5a-45dc-a795-754564eca6ab · outbound

This paper cites Optimal convergence rates for the finite element approximation of the Sobolev constant.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Optimal convergence rates for the finite element approximation of the Sobolev constant

Reference 15

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verified exact
local_arxiv, observed 2026-06-30T11:04:37.830451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7c7fa65e-a0db-4ad8-ad11-d33b6d9b093d · outbound

This paper cites HYCO: Hybrid-Cooperative Learning for Data-Driven PDE Modeling.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence HYCO: Hybrid-Cooperative Learning for Data-Driven PDE Modeling

Reference 16

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arxiv_id, observed 2026-07-27T02:19:50.485261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:089e2d90d40141cbb91215574ef299f967a85c2585d023d9f6ec3de4a793dc0e

Observation f8fb456f-73fc-43ab-83e0-ce5f8f5a137e · outbound

This paper cites HYCO: A Formalism for Hybrid-Cooperative PDE Modelling.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence HYCO: A Formalism for Hybrid-Cooperative PDE Modelling

Reference 17

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local_arxiv, observed 2026-06-30T11:04:37.825262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d795bcec-10a4-4b2c-b1fe-525e923503be · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 18

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raw_fallback, observed 2026-07-09T12:26:16.960558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation aa4bd0cf-a5b6-46d1-8d36-a1a80066947c · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 19

Resolution
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raw_fallback, observed 2026-07-09T12:26:16.962941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:4d318c986d37c2fcc59d21c9b4b4cad00258336499f3d8c71da86efe59861b4a

Observation 8080e8ee-59da-41c9-a339-a660a0ced93f · outbound

This paper cites Non-Uniqueness of Solutions in Neural Variational Methods.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Non-Uniqueness of Solutions in Neural Variational Methods

Reference 20

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verified exact
local_arxiv, observed 2026-06-30T11:04:37.835331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9ae05c3e-dd3d-4f1e-aaca-51ecaca365b9 · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 21

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raw_fallback, observed 2026-07-09T12:26:16.966612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:36723acea5f493b90718ac121b7bbaa9004a88ed74dc50e24b871bd929161859

Observation e1cc1225-eaab-473b-a42e-39ac4fa54ca5 · outbound

This paper cites Liu and E.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Liu and E

Reference 22

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raw_fallback, observed 2026-07-09T12:26:16.953337Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:d9c84260b9468898504643a1595fa0bff707aa2a89fe89d639f8787c5190c609

Observation 88fbb54c-0e8f-4521-a847-6e193447ff2c · outbound

This paper cites Lloyd,Least squares quantization in PCM, IEEE Trans.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Lloyd,Least squares quantization in PCM, IEEE Trans

Reference 23

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raw_fallback, observed 2026-07-09T12:26:16.950350Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:e56ee975ab20c0b07a44fd12e005e096d73cff86eff83722e7fb0c9adf75f487

Observation c675618c-6a23-486f-9fea-ae92d8dec1eb · outbound

This paper cites Luo, Z.-Q.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Luo, Z.-Q

Reference 24

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raw_fallback, observed 2026-07-09T12:26:16.932366Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:63eef901986530b0337a709c6677a5dba36cc98494515bbd2d28dda86d43db8b

Observation 858d7ecc-970c-402b-bb75-9dbf36fd8146 · outbound

This paper cites Luo and H.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Luo and H

Reference 25

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raw_fallback, observed 2026-07-09T12:26:16.937956Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:2f05190ef5ed22804993fc5b11eea9244f5d6940d6c7f2993009fc4050d720cd

Observation 4d4329c3-f4d8-4099-bcdf-9d78be210d0b · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 26

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raw_fallback, observed 2026-07-09T12:26:16.936023Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:9f06be962ee5df5cbd75b83608b55dc5eab110d990aacd5ce44f7fa8665c3ce9

Observation a618b15e-768e-4095-b741-14be2d1f29cc · outbound

This paper cites Mahan, E.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Mahan, E

Reference 27

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raw_fallback, observed 2026-07-09T12:26:16.948246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:294a9648deae7ea22217ca6fcce3900d50ffaa175000e636330e3dcd603909c6

Observation 7c4f0073-0492-40ae-a303-b2d12d452295 · outbound

This paper cites Mishra and R.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Mishra and R

Reference 28

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raw_fallback, observed 2026-07-09T12:26:16.920189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:ef939b6c02de9180c232883fdac84011aa60e31c52de5d0471fe5ab2e26be478

Observation 935b9343-1a18-4368-b48e-312e0a6654d1 · outbound

This paper cites Deep Ritz revisited.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Deep Ritz revisited

Reference 29

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arxiv_id, observed 2026-06-30T11:04:37.843546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:74b033848409c14542f78efa06681d4f546b5a07004ffa2fe58f6a9bb220fee0

Observation 2f3d4891-dc79-48ed-92a8-3f4c8b5f4605 · outbound

This paper cites Müller and M.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Müller and M

Reference 30

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raw_fallback, observed 2026-07-09T12:26:16.940320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e50f84ef-657d-447b-afb1-cb94735dcc96 · outbound

This paper cites Petersen, M.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Petersen, M

Reference 31

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raw_fallback, observed 2026-07-09T12:26:16.921966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 90f81366-8d10-4e67-bb92-e6d8ba4a1643 · outbound

This paper cites Raissi, P.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Raissi, P

Reference 32

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raw_fallback, observed 2026-07-09T12:26:16.930810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T10:55:56.415184Z digest=sha256:407875a442793f3e096bafe03f7b5181f613c66cea655d9119d3387dff6c7339

Observation 82d89044-2849-4cb2-8c5f-74ba7db6abc9 · outbound

This paper cites Robust Variational Physics- Informed Neural Networks.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Robust Variational Physics- Informed Neural Networks

Reference 33

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arxiv_id, observed 2026-06-30T11:04:37.312682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 92a0c829-1e6b-41ae-ae7f-0b005a3b4d28 · outbound

This paper cites Savarese, I.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Savarese, I

Reference 34

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raw_fallback, observed 2026-07-09T12:26:16.942094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d35ab8dd-d6c1-4c6b-9f4c-2c4682115642 · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 35

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unresolved
raw_fallback, observed 2026-07-09T12:26:16.929185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation fd10bff2-da1a-4b3e-ab8a-a14430acc46b · outbound

This paper cites An Expert's Guide to Training Physics-informed Neural Networks.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence An Expert's Guide to Training Physics-informed Neural Networks

Reference 36

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Observation 4f847be6-7262-41d3-bf07-ff6150a646a4 · outbound

This paper cites Wendland,Scattered Data Approximation, Cambridge University Press, Cambridge, 2005.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Wendland,Scattered Data Approximation, Cambridge University Press, Cambridge, 2005

Reference 37

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Observation 3d496039-0687-4b23-aca4-9382dfe41d3b · outbound

This paper cites Wiener,Tauberian theorems, Ann.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Wiener,Tauberian theorems, Ann

Reference 38

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Observation 9c68b0a6-1659-49a2-9ec8-d3310daf0ce8 · outbound

This paper cites an unresolved cited work.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Unresolved cited work

Reference 39

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unresolved
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Observation 1c6d39f4-5e59-4899-85bd-1a9e5b92260a · outbound

This paper cites Convergence guarantees for gradie nt-based training of neural pde solvers: From linear to nonlinear pdes.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Convergence guarantees for gradie nt-based training of neural pde solvers: From linear to nonlinear pdes

Reference 40

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Observation eb9d6b79-582b-4d69-9913-47a7b7ddccfe · outbound

This paper cites Zuazua,Propagation, observation, and control of waves approximated by finite difference methods, SIAM Rev.47(2005), 197–243.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Zuazua,Propagation, observation, and control of waves approximated by finite difference methods, SIAM Rev.47(2005), 197–243

Reference 41

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Observation 80b6c905-e2dd-4e84-b607-109ab23ee8fd · outbound

This paper cites Asymptotic behavior of scalar convection-diffusion equations.

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence Asymptotic behavior of scalar convection-diffusion equations

Reference 42

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Pith citing papers

Observation c8e62104-57a3-4b4c-9960-db2b24e3ab9c · inbound

Galerkin Approximation of the Fractional Hardy Constant cites this paper.

Galerkin Approximation of the Fractional Hardy Constant The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence

Reference 18

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