Paper Citation Record · LEDGER

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language

As of 9 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.04384.

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

pith.paper-citation-record.v1
2608.04384 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:36:27.463610Z

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 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

43 of 43 outbound references displayed

verified exact1
verified fuzzy25
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 68d222bb-1c39-4a8a-806c-3534443f37c9 · outbound

This paper cites PINNsAgent: Automated PDE Surrogation with Large Language Models.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language PINNsAgent: Automated PDE Surrogation with Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.246502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b1ad07-e819-4dff-b4b0-385f4d7953e2 · outbound

This paper cites Journal of Computational Physics , volume=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Journal of Computational Physics , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.252844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a61e61-24f8-41b6-b7f7-32f75d384631 · outbound

This paper cites Nature Machine Intelligence , volume=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Nature Machine Intelligence , volume=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.730912Z

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.

Observation c23271ca-c287-48b0-83c6-a497fffa39d8 · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language International Conference on Learning Representations , year=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.265194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 590b8a3b-3e33-42f3-9178-79c685f70aac · outbound

This paper cites Journal of Machine Learning Research , volume=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Journal of Machine Learning Research , volume=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.704514Z

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.

Observation f7c39d5c-0fb5-4110-beb0-cce5bdc5110b · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language International Conference on Learning Representations , year=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.688602Z

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.

Observation 0fe29d09-d277-466c-85b3-b04e96481e8a · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.671924Z

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.

Observation 2cac7562-d3f6-4abe-829e-db14a3abd299 · outbound

This paper cites Journal of Machine Learning Research , year=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Journal of Machine Learning Research , year=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.655973Z

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.

Observation 68f00b52-afde-4281-b831-2b464926f8ac · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language International Conference on Learning Representations , year=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.291481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38d1722b-aaa3-46c6-a363-245345f13df6 · outbound

This paper cites Advances in neural information processing systems , volume=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Advances in neural information processing systems , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.296283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef6e7c87-b27b-4cec-9412-a013ea5a83c6 · outbound

This paper cites Addison-Wesley Professional , year=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Addison-Wesley Professional , year=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.620884Z

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.

Observation b55320cf-50ba-4290-ad07-bc77ec487bfc · outbound

This paper cites Technical Report , year=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Technical Report , year=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.605245Z

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.

Observation 913b8656-44c5-43ad-accd-741d8d9487ea · outbound

This paper cites Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T18:36:28.212650Z

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.

Observation 8bbe958a-13de-4085-8e50-487224b046bd · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.316663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08e6936-ee88-4d38-8f54-8fc8e742d82a · outbound

This paper cites arXiv preprint arXiv:2602.20644 , year=.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language arXiv preprint arXiv:2602.20644 , year=

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-08-08T18:36:28.173446Z

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.

Observation 4d766850-37c2-4755-836e-043dc8ad912e · outbound

This paper cites U-NO: U-shaped Neural Operators.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language U-NO: U-shaped Neural Operators

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.326570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5434d521-af1d-4201-8999-9ed2ffc6bc24 · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language International Conference on Learning Representations , year =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.332062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab53158e-94cf-455c-92e7-a38e2a54dbc4 · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Advances in Neural Information Processing Systems , volume =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.579893Z

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.

Observation 77d86299-450b-4f51-913c-d0d9ed2cefd6 · outbound

This paper cites 2024 , doi =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2024 , doi =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.564672Z

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.

Observation e77ecaa3-e270-430d-bc7c-4db95855bed7 · outbound

This paper cites SIAM Journal on Scientific Computing , volume =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language SIAM Journal on Scientific Computing , volume =

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.548602Z

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.

Observation d4dba313-cfd7-4172-b2a0-17f797468fbb · outbound

This paper cites 2023 , eprint =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2023 , eprint =

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.533167Z

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.

Observation 29dfdfd0-0c05-45a9-88a2-9a63058ee4af · outbound

This paper cites 2023 , note =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2023 , note =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.516533Z

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.

Observation c18d9e15-af6b-4be7-96fb-758cc3ecc917 · outbound

This paper cites 2024 , doi =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2024 , doi =

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.499733Z

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.

Observation 3c2ab306-da83-434a-9ad2-c4a5cb66ecc7 · outbound

This paper cites 2025 , eprint =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2025 , eprint =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.482658Z

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.

Observation a2f90b51-db1a-4b37-ac05-09163565f881 · outbound

This paper cites 2510.05158 , archivePrefix =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2510.05158 , archivePrefix =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.374675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0ad657-19dd-4538-a0c1-0387953f56be · outbound

This paper cites 2505.08783 , archivePrefix =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2505.08783 , archivePrefix =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.379731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6599db5a-a528-4fa0-b3ce-957354789199 · outbound

This paper cites 2025 , eprint =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2025 , eprint =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.466210Z

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.

Observation 360252e1-962b-42cd-8538-2a35bb9f3271 · outbound

This paper cites an unresolved cited work.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:36:28.450736Z

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.

Observation a344375d-403a-427e-aa38-e9f76ab914db · outbound

This paper cites Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.395121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 463e43d6-fb34-4cd5-ac84-e270553d1e98 · outbound

This paper cites 2025 , publisher =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2025 , publisher =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.434849Z

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.

Observation c8e74565-dbc9-4d3e-8876-b721cd0ca6cd · outbound

This paper cites Proceedings of the 44th ACM SIGPLAN Conference on Programming Language Design and Implementation , year =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Proceedings of the 44th ACM SIGPLAN Conference on Programming Language Design and Implementation , year =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.418723Z

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.

Observation d8ef04fa-3d22-4ba0-beca-ab37bc40633c · outbound

This paper cites 2023 , publisher =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2023 , publisher =

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.410160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2327f0f8-05c1-4d61-9e26-08bfd8943669 · outbound

This paper cites an unresolved cited work.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:36:28.391052Z

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.

Observation 75f8d85b-b3e2-41cc-bb02-7d0e389e38f5 · outbound

This paper cites 2026 , publisher =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2026 , publisher =

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.375180Z

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.

Observation 65c99a13-9a0b-4531-94aa-9c003229c4a0 · outbound

This paper cites and Goldberg, Yoav , booktitle =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language and Goldberg, Yoav , booktitle =

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.358956Z

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.

Observation ecf4a433-967f-45c7-a885-80b988b5086f · outbound

This paper cites Journal of Computational Physics , volume =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Journal of Computational Physics , volume =

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.343650Z

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.

Observation 622fefec-135e-4413-add0-7abb3a573cf0 · outbound

This paper cites Bridging Traditional and Machine Learning-Based Algorithms for Solving.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Bridging Traditional and Machine Learning-Based Algorithms for Solving

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.327846Z

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.

Observation 3a85bce0-d062-40ce-8f4b-fe8cc91d51fe · outbound

This paper cites ACM/IMS Journal of Data Science , volume =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language ACM/IMS Journal of Data Science , volume =

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.439189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c38a6b-af84-49ca-8fc3-ee2273333c28 · outbound

This paper cites and Welling, Max , booktitle =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language and Welling, Max , booktitle =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.301906Z

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.

Observation 1949e6e6-eeae-4d59-887d-284c13e7e5df · outbound

This paper cites Journal of Machine Learning Research , volume =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Journal of Machine Learning Research , volume =

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.285744Z

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.

Observation 9692cd8e-d0c2-42c7-9ec1-7b31bb37365e · outbound

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

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language Advances in Neural Information Processing Systems , volume =

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.270043Z

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.

Observation f9b8510e-45d2-4470-bf94-75f9292296c7 · outbound

This paper cites 2024 , doi =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2024 , doi =

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:36:28.254636Z

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.

Observation 96fcd57c-aa79-4b6b-943c-8a27fe8c60a9 · outbound

This paper cites 2025 , publisher =.

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language 2025 , publisher =

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T18:36:27.463610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.