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Paper Citation Record · LEDGER

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 5 inbound Pith citation observations for arXiv:2502.00963.

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

pith.paper-citation-record.v1
2502.00963 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:09:58.789185Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T11:28:23.511747Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:07:39.213546Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved8
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25607973-53ee-4293-ae91-2f8b3e8c16d9 · outbound

This paper cites The purpose is to reduce the second-order derivatives of u to first derivatives so that we can obtain (linear) approximations to u.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs The purpose is to reduce the second-order derivatives of u to first derivatives so that we can obtain (linear) approximations to u

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:59.066708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.717212Z digest=sha256:7f6112ef34291268deb34d103c76b23e1ea297739d3d6d5dc67896fca4874bf6

Observation 8388369b-b37f-42b2-9270-6b9195aa5866 · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:59.052373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.722671Z digest=sha256:4e7c1425d82e9fc05fb63ff5b1a00343c59e51e7a18497afbcfd44a2f8360f8a

Observation 08630a2b-ec43-4b27-be92-7775299a775c · outbound

This paper cites The stiffness matrix (K) and mass matrix (M) encode the PDE’s structure.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs The stiffness matrix (K) and mass matrix (M) encode the PDE’s structure

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:59.037981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.727465Z digest=sha256:569b89162f37ae2a4a73a3c8cc5a8f0871f47cce46ffd1160c3c880950275749

Observation 910e5048-3750-4e2d-9230-aca1ceae934b · outbound

This paper cites average@k.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs average@k

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:59.022487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.732329Z digest=sha256:677f6fb871bb61330fad274b96df82d971c4ba746ce2a3bedede8f84e8292da8

Observation 25ba95eb-b2d0-4419-9932-e8f12f835153 · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:59.007145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.737626Z digest=sha256:6a1e3db1dcfa652287bea03629e16b8b0f2d9c252bd198c11b1919a858968c93

Observation 7d494b8a-6d8a-4ed5-9324-24bdecf14fee · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.990358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.742524Z digest=sha256:1ec2a4a37d5b68f67f7ac344bd00166edf06237c1c8aff820401651e9fbba2cc

Observation 54aad0a5-0cb7-4a4d-8cb8-b0a5554d4fbb · outbound

This paper cites Wave We show easy/medium/hard problems in Fig.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Wave We show easy/medium/hard problems in Fig

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:58.974509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.747081Z digest=sha256:d84835e1bf5214df2256dcc590376e94973daf221056ec2d31951d78702852fe

Observation 96b6adf3-13c9-4f3a-8894-d5f5978f8683 · outbound

This paper cites Hard Figure 8: Case study of wave problems with different difficulty levels: easy (top), medium (middle), hard (bottom).

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Hard Figure 8: Case study of wave problems with different difficulty levels: easy (top), medium (middle), hard (bottom)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:58.958582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.751991Z digest=sha256:ff6f26d2c47f6a7c1e4f55f4442b0de3da0074cb9e36ebcb79a77db7021497e1

Observation ced067b1-7c8a-4648-b62c-fbf08c30d388 · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.942423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.756607Z digest=sha256:eef4d04a4eb21847c65160d238bcf20d732756defee26ca92551f3b6a53dd739

Observation f7cd3e24-3194-4651-969d-13cf4812595e · outbound

This paper cites for one point during.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs for one point during

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:58.926493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.761217Z digest=sha256:5ab1c41893edcb3e1ab339f8ddafdeebde2a1bb60c19f78c6dd6468a97773d7d

Observation 822ddd56-dc1a-413d-a6cd-1e0300582b6a · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.909202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.766028Z digest=sha256:9432de571bb70ae404ce88c494bc9065936d308c52bebff0e671356ab7982b1e

Observation 85850690-ab48-42f4-8e3f-66c22100d692 · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.893080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.770496Z digest=sha256:473d3245218ef2a9264d118a750072ca6a9573ab74a938c6e5e171abb850a07f

Observation 5f09c9a1-da5f-4b47-8ba1-a6e2224e146e · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.877657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.775269Z digest=sha256:90a7b1c5822c48d1105b29c980bb515639c50700aefa8d7be485539073df8eeb

Observation f8f3c0be-b4da-46ec-937b-d846fd912696 · outbound

This paper cites an unresolved cited work.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:09:58.861252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.779856Z digest=sha256:17d830de71abc44b400cd6763651200789e207449f61e0297624222cee40899f

Observation f9b53c26-ae8f-4e10-9efa-38312d940fdb · outbound

This paper cites ho” instead of “rho.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs ho” instead of “rho

Reference 15

Resolution
malformed identifier
raw_fallback, observed 2026-08-09T17:09:58.845473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.784424Z digest=sha256:1c1b3a7a688682d30dbfe71052aca24d13f0f28ef77bdc03a37b0b8e529a46e4

Observation 419bcc12-e726-4e4d-a8aa-2f79c5f56c79 · outbound

This paper cites raw” data saved in addition to the preprocessed/cleaned/labeled data (e.g., to support unanticipated future uses)? If so, please provide a link or other access point to the “raw.

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs raw” data saved in addition to the preprocessed/cleaned/labeled data (e.g., to support unanticipated future uses)? If so, please provide a link or other access point to the “raw

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:09:58.829143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T17:09:58.789185Z digest=sha256:9eab1832c2b76df0535ac48f786126971c9947f87596971a12fd080eef23c5c6

Pith citing papers

Observation f011f026-160b-4b4a-89da-1356a1b22e82 · inbound

Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy cites this paper.

Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-13T19:53:11.792475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T19:51:08.304741Z digest=sha256:7d670a8202bd96b7f2b1242e8cba83a966834cc10f03509a071997fa444384a2

Observation ecea4f15-80bc-4d4e-b2f4-633833919a9f · inbound

PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation cites this paper.

PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:31:26.653925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-12T02:36:40.696567Z digest=sha256:cdfd74d1fb7569f222efa7e1d40075f8cd18c5b234e7d52180a709cd18c2ddaa

Observation 702c7dc8-6ade-48cb-85e5-53a0697414c2 · inbound

Self-Evolving Scientific Agent Discovers Generalizable Physically-Reasoned Fluid Control cites this paper.

Self-Evolving Scientific Agent Discovers Generalizable Physically-Reasoned Fluid Control PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:17:25.915115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T19:05:54.202107Z digest=sha256:611babc4194ce8e7e1a8a9190785edac1fd9e67bd2ce2298c5392ed212f9a773

Observation 7ff15111-7b64-477f-898d-0637de28acbc · inbound

AutoPDE: Reliable Agentic PDE Solving via Explicitly Represented Solver Strategies cites this paper.

AutoPDE: Reliable Agentic PDE Solving via Explicitly Represented Solver Strategies PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-07-03T05:07:39.215097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T13:24:09.972206Z digest=sha256:f1081043abf297efc11ca9fcaa8d87ff40f7f316144d6b3adfc8336d0478f446

Observation 1359ee21-87e0-4e85-985e-3ec70721d6e9 · inbound

Reinforcement Learning with Verifiable Physics: Post-training LLMs with Continuous Rewards cites this paper.

Reinforcement Learning with Verifiable Physics: Post-training LLMs with Continuous Rewards PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-14T11:28:23.511747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T11:28:23.511747Z digest=sha256:ad9b1ce51153470bec5bd79cc4ec02a194ea5c4731efc66c5a11a21598c1df01