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Paper Citation Record · LEDGER

Physics-guided surrogate learning enables zero-shot control of turbulent wings

As of 14 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2604.09434.

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

pith.paper-citation-record.v1
2604.09434 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:00:02.552359Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T02:40:42.798632Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-15T02:49:41.641342Z

Reference resolution

65 of 65 outbound references displayed

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  • verified fuzzy29
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9d39d621-b14c-4ca2-be16-3a0f1ec21dcc · outbound

This paper cites Abbas,et al., Drag reduction via turbulent boundary layer flow control.Sci.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Abbas,et al., Drag reduction via turbulent boundary layer flow control.Sci

Reference 1

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Observation 81c55f69-ab9e-4155-b55f-0a21082b8450 · outbound

This paper cites Fukagata, K.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Fukagata, K

Reference 2

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Observation fe3e4a50-4d45-49e6-a675-8218c56387ef · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 3

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Observation cf686217-1966-4d79-a59d-2f6f023d6f95 · outbound

This paper cites I., Vela-Mart ´ın A., Jim ´ enez J.

Physics-guided surrogate learning enables zero-shot control of turbulent wings I., Vela-Mart ´ın A., Jim ´ enez J

Reference 4

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Observation bd2e7303-6856-46e5-a753-06f1f9b93068 · outbound

This paper cites Seifert, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Seifert, A

Reference 5

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Observation cb347663-5403-4a4b-86c0-9c44e9ca9e81 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 6

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Observation e7115707-0171-48ba-ad5a-a8ce3bc7b000 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 7

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Observation bb6d7a90-fe06-4554-ab99-b60d41ce8b2b · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 8

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Observation 703fbb83-68b7-40c4-ac49-d83233258910 · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 9

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Observation 7bf20933-da84-4bc0-a076-c28615dbff74 · outbound

This paper cites Rabault, M.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Rabault, M

Reference 10

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Observation 74a0884a-b5b9-4892-a7e7-67aa053ce921 · outbound

This paper cites Vignon, J.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Vignon, J

Reference 11

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Observation 9fe750ad-2c83-4d66-9922-9f5d0702786f · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 12

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Observation 69da41b5-968b-4368-b37e-ecb56e962530 · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 13

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Observation e5954038-1803-44b6-875b-a6a54a12d949 · outbound

This paper cites Marusic, R.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Marusic, R

Reference 14

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Observation 64d8096e-e014-45ab-a05e-7ec71b6ada20 · outbound

This paper cites Stroh, B.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Stroh, B

Reference 15

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Observation dd782044-56b0-4992-89e8-a205df78e1e0 · outbound

This paper cites Dacome, R.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Dacome, R

Reference 16

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Observation 2c556556-2383-455b-b3f6-a076f42c15d3 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 17

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Observation 8b76e011-9d27-42b1-a797-a5c16c5aedc8 · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 18

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Observation 3a8c5626-88cf-4c7d-a55c-8e2f347d0734 · outbound

This paper cites Jim ´enez, S.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Jim ´enez, S

Reference 19

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Observation 2e0ad88e-e53b-481f-969c-cb6e54b2c46b · outbound

This paper cites Raissi, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Raissi, A

Reference 20

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Observation 1ddd8d61-de42-4327-be05-ad0c7d805e66 · outbound

This paper cites Su ´arez,et al., Flow control of three-dimensional cylinders transitioning to turbulence via multi-agent reinforcement learning.Commun.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Su ´arez,et al., Flow control of three-dimensional cylinders transitioning to turbulence via multi-agent reinforcement learning.Commun

Reference 21

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Observation 6b30684c-1723-4864-b347-3d9c72149dc0 · outbound

This paper cites Guastoni, J.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Guastoni, J

Reference 22

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Observation 2d0294e8-a200-4265-9d1a-1fb030f77480 · outbound

This paper cites Sonoda, Z.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Sonoda, Z

Reference 23

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Observation 1c5dbb4b-0eac-48d8-be4c-9556a0c8fd65 · outbound

This paper cites Su ´arez,et al., Active flow control for drag reduction through multi-agent reinforcement learning on a turbulent cylinder at𝑅𝑒 𝐷 =3900.Flow Turbul.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Su ´arez,et al., Active flow control for drag reduction through multi-agent reinforcement learning on a turbulent cylinder at𝑅𝑒 𝐷 =3900.Flow Turbul

Reference 24

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Observation 986b62a6-6441-43da-9541-d9ff2c98a9de · outbound

This paper cites Varela,et al., Deep reinforcement learning for flow control exploits different physics for increasing Reynolds number regimes.Actuators11(12), 359 (2022).

Physics-guided surrogate learning enables zero-shot control of turbulent wings Varela,et al., Deep reinforcement learning for flow control exploits different physics for increasing Reynolds number regimes.Actuators11(12), 359 (2022)

Reference 25

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 26

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Observation e983a035-a9a6-48dd-a3ec-a408218a2b39 · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 27

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Observation 3589145a-5c90-4f47-920c-1f44ff72e54b · outbound

This paper cites Rabault, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Rabault, A

Reference 28

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Observation 633a76a6-423d-4ba2-8441-dc5fe47c0fa7 · outbound

This paper cites Cremades,et al., Identifying regions of importance in wall-bounded turbulence through explainable deep learning.Nat.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Cremades,et al., Identifying regions of importance in wall-bounded turbulence through explainable deep learning.Nat

Reference 29

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Observation 56396aa2-492b-48bc-8f03-7900dc055926 · outbound

This paper cites Sanchis-Agudo, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Sanchis-Agudo, A

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a7316f2c-4d49-497e-9e5c-30549ee02603 · outbound

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Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 31

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Observation 1223d766-2744-4d40-8260-6dd82637548d · outbound

This paper cites Diff-SPORT: Diffusion-based Sensor Placement Optimization and Reconstruction of Turbulent flows in urban environments.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Diff-SPORT: Diffusion-based Sensor Placement Optimization and Reconstruction of Turbulent flows in urban environments

Reference 32

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arxiv_id, observed 2026-05-11T07:45:57.666596Z

Source-reported events for the cited work

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Observation 6ad29f5e-8e26-483f-a43d-69c052594fdd · outbound

This paper cites Model-based deep reinforcement learning for accelerated learning from flow simulations.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Model-based deep reinforcement learning for accelerated learning from flow simulations

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 60fcf30f-1fec-478e-a844-4650218777b7 · outbound

This paper cites Efficient Active Flow Control Strategy for Confined Square Cylinder Wake Using Deep Learning-Based Surrogate Model and Reinforcement Learning.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Efficient Active Flow Control Strategy for Confined Square Cylinder Wake Using Deep Learning-Based Surrogate Model and Reinforcement Learning

Reference 34

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 52a4671c-87df-4015-b552-308b693b0bb0 · outbound

This paper cites and Moxey, D.

Physics-guided surrogate learning enables zero-shot control of turbulent wings and Moxey, D

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 935d9859-40d7-41e3-b6c0-bc88eefca31e · outbound

This paper cites The HydroGym Reinforcement Learning Platform for Fluid Dynamics.

Physics-guided surrogate learning enables zero-shot control of turbulent wings The HydroGym Reinforcement Learning Platform for Fluid Dynamics

Reference 36

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 48e34251-db86-4202-bee1-03050b0a6ec9 · outbound

This paper cites Vinuesa, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Vinuesa, A

Reference 37

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 295ae617-ac47-49ef-9745-68381c1a22bb · outbound

This paper cites Harun, J.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Harun, J

Reference 38

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:0ea95c5cd3162fbd8f139e6db809cd832fbe8c2aacbcabb7799936509d9ce4c8

Observation 8db35a03-4b17-4b49-b865-1839dc9354a7 · outbound

This paper cites Atzori,et al., Uniform blowing and suction applied to nonuniform adverse-pressure-gradient wing boundary layers.Phys.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Atzori,et al., Uniform blowing and suction applied to nonuniform adverse-pressure-gradient wing boundary layers.Phys

Reference 39

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:6cd89916ce29564ba765e48b4259896cd57ac6f0ceafa7ef047d1e57d33a2586

Observation c5708779-f0be-403f-b05e-273bec0bde75 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 40

Resolution
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raw_fallback, observed 2026-05-17T12:31:47.892062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:bf12dc03c0d378df49194ce29bbd8cc8f4a52803d349a70b0bfe966c78e5862c

Observation c38d7e93-65a8-4fd5-bc6f-0a55fdeb8697 · outbound

This paper cites Vinuesa,et al., Turbulent boundary layers around wing sections up to𝑅𝑒 𝑐 =1,000,000.Int.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Vinuesa,et al., Turbulent boundary layers around wing sections up to𝑅𝑒 𝑐 =1,000,000.Int

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:48.005567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:4fa320261cdb0f4140d16275d86319dc04cf5a13018ef96291a9b08b8f89b5de

Observation 9cfaa21a-2559-4bcf-b073-1a4d5f5b71a2 · outbound

This paper cites and Vinuesa, R.

Physics-guided surrogate learning enables zero-shot control of turbulent wings and Vinuesa, R

Reference 42

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:a786d6e5e2bd780f3c39d085f012717ea126ef7fe57639c21fc3df592575ddf9

Observation 589f5f1a-6c29-4dc0-a238-21ba2a51ce12 · outbound

This paper cites Quadrio, P.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Quadrio, P

Reference 43

Resolution
verified exact
doi, observed 2026-05-10T17:00:36.867077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:19dd676cb893926659de473bfe27649a7b1bfaa18737c59354667bc5fd367bce

Observation 0c1cfa66-62d1-4600-9dae-a3c6de417afa · outbound

This paper cites Quadrio, P.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Quadrio, P

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.907684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:3d9953dc1ddc46721a2ebf2651a8c68eeff74cf052d85e762d5ea054799d5ed9

Observation 1763f12f-3497-42d0-9b22-2174b46f0a30 · outbound

This paper cites Marusic,et al., An energy-efficient pathway to turbulent drag reduction.Nat.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Marusic,et al., An energy-efficient pathway to turbulent drag reduction.Nat

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.990455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:8febdd48109f60e1820710dde0e56dc47dbe69272f3ee29e1fc97af38791540c

Observation 1322f10c-bdfd-46a5-bcdd-1f07e4672d08 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.904084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:e7a81800005042d63d70e3debf5909e3c4076ab86d9184fa20f95aae4beba8e0

Observation 1fbf198d-629e-4534-9e46-de5e67b0d383 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.965786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:5e9019bbced9329579e90a8ce5a6078c6b2311a14b8ea8ae30a0e9006d429adf

Observation b7c8b967-cd64-4b71-8d46-b6ef50f497e9 · outbound

This paper cites Maday, A.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Maday, A

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:48.044858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:4f18ee86122bafbd9e5892f5b3c5065b4f6fd06e853e72b57b2c96282d7f3eca

Observation bb6f71e8-0a61-4935-a9c2-1d6c6eab11d6 · outbound

This paper cites Tanarro, R.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Tanarro, R

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.921183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:a44e0466d3da1f9e0eae754ec3964e250bb39826d342599ee1e34de8a9f8d373

Observation 9bfd3264-4967-4d60-a345-2343320a2f6d · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.997945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a0393ad4-bbc5-4c9d-88c9-0e4a96df285d · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.976683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:f8d4991e568cbdf6e420a4601b9a6cffd324f7fb81cd4ee5e6ca33da0ccabe64

Observation 6fb14860-343d-4613-a6bb-49d5a66bb9dd · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.962647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:6c9040f9efa64a5fd72ae5a0a36b8416a2f904d5bf4800af8e2637ecab587438

Observation f2ec34fa-ad0a-4bf0-9137-bcd2252a0a4f · outbound

This paper cites Schlatter, R.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Schlatter, R

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.873637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:e3a9aadb8efb4e33b5e95ded5c77e4f75374d38ea2c9924b6313a506145178b8

Observation e4c8bdb9-3ca8-4066-8ef0-8aff2733af4e · outbound

This paper cites Vinuesa, S.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Vinuesa, S

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.905210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:5e950554fcfc62f2337a79d9a7e78ca4d5e0e1b12282f2ee356a6cb446928300

Observation 27a8194f-c479-431f-830d-45fc32886608 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:48.012169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:6590ece51b5308202a9c1a3d49f88ac4b4342884df3e93dd80c25278ca899a4d

Observation 8481fbf0-08f4-494c-bb2f-708a93e57211 · outbound

This paper cites Continuous control with deep reinforcement learning.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Continuous control with deep reinforcement learning

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:43:36.523954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:8e50a3da69a20440eeaa306b1e4b1605780a4e327f9c4fa0495a24d6879b7451

Observation 76a5971f-c851-4260-ba76-182c9ef0ba36 · outbound

This paper cites Fujimoto, H.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Fujimoto, H

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.867762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:f946b1ee4204ac2f5136b76bd6b5669dfec2adbb0a08f199701c2be00f44ec6f

Observation c9ce762e-324f-4214-ac97-1660dee20650 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:48.007705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:7bb37d81efbf5c376f8d03c0b3acecf7424d1eea506499139ac484efd4fbd11c

Observation 2c266543-c651-441c-8e22-d6d6c8f21e43 · outbound

This paper cites Sonoda, Z.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Sonoda, Z

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:47.968638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:f8202f86e88cc1be9f36b4c4e9a1c83736b699360668165cadadac49dcef34f2

Observation e67bbfb4-8ea3-4ff0-8844-3fd9d5b6f292 · outbound

This paper cites W ¨alchli, L.

Physics-guided surrogate learning enables zero-shot control of turbulent wings W ¨alchli, L

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:48.001512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:5ae2f43b6f033a58812872e9d326584d480462ee9f49c6fe77129852ec3284b6

Observation 731c22b1-f910-48dd-b8c4-db2f196bc84a · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:47.979839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:3045be8d0b8105c381b9e292d4587e5010c4a62fbe0f007afa9d1506d4f4ba10

Observation cb06866d-dafc-42ce-bd41-d19b49e63f1d · outbound

This paper cites Improving turbulence control through explainable deep learning.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Improving turbulence control through explainable deep learning

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-25T03:01:55.587182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:075e595b15305fe5f7723cf95a94de65bc7391e1b4fe250e60df6589757caf77

Observation e2162c56-7520-44f3-a01c-7c97e529f2e6 · outbound

This paper cites an unresolved cited work.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-17T12:31:48.041117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:0e1ee08895465dbc9cbf9a006fc140561d0af9e6b5bb85e8016ad50a6758b545

Observation 00425c75-e4fd-497c-b97f-980b34361960 · outbound

This paper cites Raffin,et al., Stable-Baselines3: reliable reinforcement learning implementations.J.

Physics-guided surrogate learning enables zero-shot control of turbulent wings Raffin,et al., Stable-Baselines3: reliable reinforcement learning implementations.J

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T12:31:48.024350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:8494ff05130bc3763ecb025b27557fbc1c6530a8f7cb871de693483b4a5dad91

Observation 2764c225-ba24-4c5b-a180-c861bc2d4007 · outbound

This paper cites PettingZoo: Gym for Multi-Agent Reinforcement Learning.

Physics-guided surrogate learning enables zero-shot control of turbulent wings PettingZoo: Gym for Multi-Agent Reinforcement Learning

Reference 65

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T07:45:57.674587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T17:00:02.552359Z digest=sha256:ef010937695e577b3687ac6f0b5168a10ff48483d1bc67643f70b34de8fd1314

Pith citing papers

Observation 4c3c5408-ca27-4de5-b033-d9f835c3fb56 · inbound

Policy-DRIFT: Dynamic Reward-Informed Flow Trajectory Steering cites this paper.

Policy-DRIFT: Dynamic Reward-Informed Flow Trajectory Steering Physics-guided surrogate learning enables zero-shot control of turbulent wings

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-15T02:49:41.643168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-15T02:40:42.798632Z digest=sha256:5fa294aeec5b5298b8ef66139e34816afc0760d10f440e565755eaf4aba6934b