Paper Citation Record · LEDGER

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training

As of 14 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2607.04491.

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

pith.paper-citation-record.v1
2607.04491 v2

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measured 42 of 42 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-07-13T06:59:52.656435Z

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Reference resolution

42 of 42 outbound references displayed

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External citation measurements

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Outbound references

Observation 3a1933b8-1544-45b7-99f8-9a1da7e6f492 · outbound

This paper cites and Duraisamy, Karthik , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Duraisamy, Karthik , title =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation d5038838-3f55-4e9d-8335-416ae1ad2301 · outbound

This paper cites AIAA Journal , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training AIAA Journal , volume =

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 1331e305-cca7-48b6-9b46-0112ccb593ff · outbound

This paper cites Annual Review of Fluid Mechanics , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Annual Review of Fluid Mechanics , volume =

Reference 3

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Observation a0f9d999-8962-43b2-8869-cda0cde4e2d8 · outbound

This paper cites Journal of Fluid Mechanics , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Journal of Fluid Mechanics , volume =

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 34cb708d-7a35-48f7-b796-042b4c64263d · outbound

This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 5

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Observation 7ae1b9f1-6b35-402e-9241-555d2695dead · outbound

This paper cites and Weatheritt, Jack and Michelassi, Vittorio and Sandberg, Richard D.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Weatheritt, Jack and Michelassi, Vittorio and Sandberg, Richard D

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 40a534b3-b927-41d9-94cf-8f83ba4c4301 · outbound

This paper cites and Cinnella, Paola , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Cinnella, Paola , title =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation eca75eca-5280-44e5-8d5c-c2847264e6c2 · outbound

This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation f04bae32-bf39-4b72-ac97-a2baa1924da1 · outbound

This paper cites Physics of Fluids , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Physics of Fluids , volume =

Reference 9

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Observation cba6b1d9-d015-4c69-ab74-f613d4b23d10 · outbound

This paper cites Physical Review Fluids , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Physical Review Fluids , volume =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 26bbb04b-c8a5-4f43-8931-17f93ac1b7ba · outbound

This paper cites and K\"aufer, Theo and Salauddin, S.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and K\"aufer, Theo and Salauddin, S

Reference 11

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Observation bae237ce-4f9d-4593-8105-d2ce25fdae00 · outbound

This paper cites When PINNs Go Wrong: Pseudo-Time Stepping Against Spurious Solutions.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training When PINNs Go Wrong: Pseudo-Time Stepping Against Spurious Solutions

Reference 12

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Observation 58492c06-1505-4559-8c74-eed9cb4aab20 · outbound

This paper cites TSONN: Time-stepping-oriented neural network for solving partial differential equations.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training TSONN: Time-stepping-oriented neural network for solving partial differential equations

Reference 13

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Observation 64487185-130e-4c8a-9231-3bd5a5c5b6c3 · outbound

This paper cites an unresolved cited work.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Unresolved cited work

Reference 14

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Observation 8d90608d-c67e-4f32-9607-663d02a0fce3 · outbound

This paper cites an unresolved cited work.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Unresolved cited work

Reference 15

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Observation 2e2e4ee9-e959-4512-b32e-4ecfbd68807a · outbound

This paper cites and Johansson, A.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Johansson, A

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 09b02c3d-82c8-49f3-bcaf-113beabcd40f · outbound

This paper cites an unresolved cited work.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation a2b7dd5d-a155-49a9-ac73-bbb87f8b71f3 · outbound

This paper cites Journal of Fluid Mechanics , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Journal of Fluid Mechanics , volume =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation fd51c24d-b84b-4af7-88b3-ec0cc19484cd · outbound

This paper cites and Freund, Jonathan B.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Freund, Jonathan B

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 5bad6260-d8d9-4693-80c9-1f6b1458982f · outbound

This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 501277e1-b9b2-419b-aa70-f3b7018ec365 · outbound

This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 22

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Observation 0aa2f8ce-9d9b-45f7-a767-08e248f4727a · outbound

This paper cites and Angeli, P.-E.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Angeli, P.-E

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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This paper cites an unresolved cited work.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation d7be25ad-1979-4885-9843-419c49df1b73 · outbound

This paper cites Scientific Data , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Scientific Data , volume =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 612c24d1-c1a7-4820-9786-767cf75d2db4 · outbound

This paper cites and Dwight, Richard P.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Dwight, Richard P

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 6cddc083-0079-42ec-93ec-f99f4b08f2d4 · outbound

This paper cites Journal of Fluid Mechanics , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Journal of Fluid Mechanics , volume =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 387a78cd-9edd-4629-918c-e85ec5cc6fbe · outbound

This paper cites and Cruz, Matheus A.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Cruz, Matheus A

Reference 28

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Observation 49fed343-1ae0-4f11-83cc-e3eee347fe8a · outbound

This paper cites and Thompson, Roney L.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Thompson, Roney L

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation f1301715-a81f-4b77-a48d-db7ac5eecc62 · outbound

This paper cites End-to-end differentiable learning of turbulence models from indirect observations , journal =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training End-to-end differentiable learning of turbulence models from indirect observations , journal =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 29063b97-db50-4142-bc2a-eee4cee3051e · outbound

This paper cites Physical Review Fluids , volume =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Physical Review Fluids , volume =

Reference 31

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Observation e844b41a-b85b-45ae-834b-f3ebb809fa4d · outbound

This paper cites and Noack, Bernd R.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Noack, Bernd R

Reference 32

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This paper cites and Allmaras, Steven R.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Allmaras, Steven R

Reference 33

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This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 34

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Observation 631819bc-edc4-422e-819c-d239c2439e1f · outbound

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

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training SIAM Journal on Scientific Computing , volume =

Reference 35

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Observation e02907a3-2ca7-4a16-800c-6be701da3b9c · outbound

This paper cites SOAP: Improving and Stabilizing Shampoo using Adam.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training SOAP: Improving and Stabilizing Shampoo using Adam

Reference 36

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This paper cites Proceedings of the 35th International Conference on Machine Learning (ICML) , pages =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Proceedings of the 35th International Conference on Machine Learning (ICML) , pages =

Reference 37

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Observation 97a07ee8-1863-45f3-8876-036e28f81275 · outbound

This paper cites and Hughes, Thomas J.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Hughes, Thomas J

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-13T06:59:52.656435Z

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Observation 79c4d646-a0d6-47ca-9670-1a614364068c · outbound

This paper cites and Hood, P.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training and Hood, P

Reference 39

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Observation 86555d60-0b01-4c8f-b26d-4c0e6a355600 · outbound

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Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Unresolved cited work

Reference 40

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Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training Parallel Computing , volume =

Reference 41

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This paper cites , title =.

Generalizable turbulence closures across bluff-body shapes by PINN-based solver-agnostic training , title =

Reference 42

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