Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T04:32:17.142722Z
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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T16:12:09.687589Z
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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.