Paper Citation Record · LEDGER

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design

As of 9 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2508.03370.

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

pith.paper-citation-record.v1
2508.03370 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:32:17.142722Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T16:12:09.687589Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy8
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1e5f399-9cd7-4cb9-9a83-a5529f0ca9d2 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T04:32:17.007217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36cd641a-b0e9-4f23-83d2-30dc30f04bf7 · outbound

This paper cites write newline.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T04:32:17.011442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d229a8c1-2160-4165-9ba4-ee5295caf8ca · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.602152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e0fad471-7fe8-45c0-93ef-2277111c3c89 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.590167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 398ec307-57f5-4102-b68e-777545d56be3 · outbound

This paper cites R.; and Timoshenko, A.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design R.; and Timoshenko, A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.578169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6007f17-c39d-45c9-9160-e99fe6fce7ef · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.566722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 45d68e5c-4636-482e-8c6e-99849ae9f610 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.554790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81c467bf-e61a-478c-b891-8d9b12923855 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.543200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5730531c-4b7d-404d-b676-15834053b1ab · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.531406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 781b362c-c531-4634-a31a-3ecabdc330b2 · outbound

This paper cites Generative Adversarial Networks.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Generative Adversarial Networks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T04:32:17.043660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1d2e0a0-11cd-49fb-b867-8fe344f592d2 · outbound

This paper cites C.; Ozsipahi, M.; and Gunpinar, S.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design C.; Ozsipahi, M.; and Gunpinar, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.519189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0d33cdc-ac77-46f5-b412-342230881f1c · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.506833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ad165c9c-9b00-47ef-b86a-1b3000cba69e · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.494484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 232638ee-44f2-42b4-ae2c-fdeb9cfce699 · outbound

This paper cites J.; Mrosek, M.; Othmer, C.; and Köstler, H.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design J.; Mrosek, M.; Othmer, C.; and Köstler, H

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.481975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d137e92e-3ff5-447e-a3fa-ed982b8dfdbc · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.469709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b41f3295-342b-4e3e-b58c-73846c49bf7b · outbound

This paper cites P.; and Welling, M.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design P.; and Welling, M

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.457254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0183240b-2e7b-4ba4-a6e2-2fc87e26df20 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.445077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 310726ec-6b2d-4fb3-8cab-d3d5ff458fcf · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.432790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e659ffe6-5d6c-48f2-bfd6-e5906cf99933 · outbound

This paper cites V.; Tokmakov, P.; Zakharov, S.; and Vondrick, C.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design V.; Tokmakov, P.; Zakharov, S.; and Vondrick, C

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.419700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 52d7c488-47b1-4323-b63a-b8c626e42618 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.407803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 94be6fe9-d2fc-4091-b15b-30bb82d1bf62 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.395059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06c630d5-6dfe-47a3-9ad5-94725ad15574 · outbound

This paper cites R.; Su, H.; Mo, K.; and Guibas, L.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design R.; Su, H.; Mo, K.; and Guibas, L

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.382966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b23812c1-3ee4-4b68-9ebd-eeaebf5af909 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.370623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d4192744-78eb-45c4-80ed-ae4f5cf56f19 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.358218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f1f0885-f862-43a9-be6f-60b5dacb3ce2 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.345595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0a2de8ff-dabc-41c2-9e13-05952718d81e · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.330808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 68793dac-521d-49d2-ace9-1d3fd5040061 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.317039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4936ed7-c72f-4e41-b6d3-3773c8de98e1 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.304324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d85c4fca-517a-4b01-a669-2971698290dc · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.291596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd7a3a19-b94d-426d-af92-3e7c27616bf0 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.278864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9b5ca8f-f824-471d-953c-8b3d606f221a · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T04:32:17.120392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e7c301a-a6ef-48d3-89d5-46c93a0e8c24 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.256193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 21096c66-f8bd-418e-b86a-a85e9af5a704 · outbound

This paper cites H.; White, R.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design H.; White, R

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.241997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bcb82319-aa4e-4578-9f5d-dc711e664f22 · outbound

This paper cites R.; and Cao, Y.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design R.; and Cao, Y

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:32:17.228984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 97f5b305-978d-4227-8690-20f547aa4e01 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.216693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b253b3bc-60e9-4b04-b84c-2fa020a27cc6 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.204196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 43060670-14ba-431d-8add-ef8bb6161b39 · outbound

This paper cites an unresolved cited work.

A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:32:17.191011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 0b21ef9d-c6d3-420f-ac17-6614ce385951 · inbound

Knowledge-Constrained Shape Optimization with a Mixture-of-Experts Neural Operator for High-Confidence Design cites this paper.

Knowledge-Constrained Shape Optimization with a Mixture-of-Experts Neural Operator for High-Confidence Design A Closed-Loop Multi-Agent Framework for Aerodynamics-Aware Automotive Styling Design

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-14T16:12:09.687589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.