Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T17:00:02.552359Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T17:00:02.552359Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-15T02:40:42.798632Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-15T02:49:41.641342Z
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9d39d621-b14c-4ca2-be16-3a0f1ec21dcc · outbound
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
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.
Observation 81c55f69-ab9e-4155-b55f-0a21082b8450 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Fukagata, K
Reference 2
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.
Observation fe3e4a50-4d45-49e6-a675-8218c56387ef · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 3
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.
Observation cf686217-1966-4d79-a59d-2f6f023d6f95 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings I., Vela-Mart ´ın A., Jim ´ enez J
Reference 4
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.
Observation bd2e7303-6856-46e5-a753-06f1f9b93068 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Seifert, A
Reference 5
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.
Observation cb347663-5403-4a4b-86c0-9c44e9ca9e81 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 6
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.
Observation e7115707-0171-48ba-ad5a-a8ce3bc7b000 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 7
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.
Observation bb6d7a90-fe06-4554-ab99-b60d41ce8b2b · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 8
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.
Observation 703fbb83-68b7-40c4-ac49-d83233258910 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 9
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.
Observation 7bf20933-da84-4bc0-a076-c28615dbff74 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Rabault, M
Reference 10
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.
Observation 74a0884a-b5b9-4892-a7e7-67aa053ce921 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Vignon, J
Reference 11
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.
Observation 9fe750ad-2c83-4d66-9922-9f5d0702786f · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 12
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.
Observation 69da41b5-968b-4368-b37e-ecb56e962530 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 13
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.
Observation e5954038-1803-44b6-875b-a6a54a12d949 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Marusic, R
Reference 14
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.
Observation 64d8096e-e014-45ab-a05e-7ec71b6ada20 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Stroh, B
Reference 15
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.
Observation dd782044-56b0-4992-89e8-a205df78e1e0 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Dacome, R
Reference 16
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.
Observation 2c556556-2383-455b-b3f6-a076f42c15d3 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 17
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.
Observation 8b76e011-9d27-42b1-a797-a5c16c5aedc8 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 18
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.
Observation 3a8c5626-88cf-4c7d-a55c-8e2f347d0734 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Jim ´enez, S
Reference 19
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.
Observation 2e0ad88e-e53b-481f-969c-cb6e54b2c46b · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Raissi, A
Reference 20
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.
Observation 1ddd8d61-de42-4327-be05-ad0c7d805e66 · outbound
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
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.
Observation 6b30684c-1723-4864-b347-3d9c72149dc0 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Guastoni, J
Reference 22
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.
Observation 2d0294e8-a200-4265-9d1a-1fb030f77480 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Sonoda, Z
Reference 23
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.
Observation 1c5dbb4b-0eac-48d8-be4c-9556a0c8fd65 · outbound
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
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.
Observation 986b62a6-6441-43da-9541-d9ff2c98a9de · outbound
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
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.
Observation 00629bd8-e1a0-4dc8-8655-b906b8f42847 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 26
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.
Observation e983a035-a9a6-48dd-a3ec-a408218a2b39 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 27
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.
Observation 3589145a-5c90-4f47-920c-1f44ff72e54b · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Rabault, A
Reference 28
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.
Observation 633a76a6-423d-4ba2-8441-dc5fe47c0fa7 · outbound
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
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.
Observation 56396aa2-492b-48bc-8f03-7900dc055926 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Sanchis-Agudo, A
Reference 30
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.
Observation a7316f2c-4d49-497e-9e5c-30549ee02603 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 31
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.
Observation 1223d766-2744-4d40-8260-6dd82637548d · outbound
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
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.
Observation 6ad29f5e-8e26-483f-a43d-69c052594fdd · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Model-based deep reinforcement learning for accelerated learning from flow simulations
Reference 33
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.
Observation 60fcf30f-1fec-478e-a844-4650218777b7 · outbound
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
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.
Observation 52a4671c-87df-4015-b552-308b693b0bb0 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings and Moxey, D
Reference 35
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.
Observation 935d9859-40d7-41e3-b6c0-bc88eefca31e · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings The HydroGym Reinforcement Learning Platform for Fluid Dynamics
Reference 36
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.
Observation 48e34251-db86-4202-bee1-03050b0a6ec9 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Vinuesa, A
Reference 37
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.
Observation 295ae617-ac47-49ef-9745-68381c1a22bb · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Harun, J
Reference 38
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.
Observation 8db35a03-4b17-4b49-b865-1839dc9354a7 · outbound
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
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.
Observation c5708779-f0be-403f-b05e-273bec0bde75 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 40
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.
Observation c38d7e93-65a8-4fd5-bc6f-0a55fdeb8697 · outbound
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
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.
Observation 9cfaa21a-2559-4bcf-b073-1a4d5f5b71a2 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings and Vinuesa, R
Reference 42
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.
Observation 589f5f1a-6c29-4dc0-a238-21ba2a51ce12 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Quadrio, P
Reference 43
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.
Observation 0c1cfa66-62d1-4600-9dae-a3c6de417afa · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Quadrio, P
Reference 44
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.
Observation 1763f12f-3497-42d0-9b22-2174b46f0a30 · outbound
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
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.
Observation 1322f10c-bdfd-46a5-bcdd-1f07e4672d08 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 46
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.
Observation 1fbf198d-629e-4534-9e46-de5e67b0d383 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 47
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.
Observation b7c8b967-cd64-4b71-8d46-b6ef50f497e9 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Maday, A
Reference 48
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.
Observation bb6f71e8-0a61-4935-a9c2-1d6c6eab11d6 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Tanarro, R
Reference 49
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.
Observation 9bfd3264-4967-4d60-a345-2343320a2f6d · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 50
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.
Observation a0393ad4-bbc5-4c9d-88c9-0e4a96df285d · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 51
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.
Observation 6fb14860-343d-4613-a6bb-49d5a66bb9dd · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 52
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.
Observation f2ec34fa-ad0a-4bf0-9137-bcd2252a0a4f · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Schlatter, R
Reference 53
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.
Observation e4c8bdb9-3ca8-4066-8ef0-8aff2733af4e · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Vinuesa, S
Reference 54
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.
Observation 27a8194f-c479-431f-830d-45fc32886608 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 55
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.
Observation 8481fbf0-08f4-494c-bb2f-708a93e57211 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Continuous control with deep reinforcement learning
Reference 56
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.
Observation 76a5971f-c851-4260-ba76-182c9ef0ba36 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Fujimoto, H
Reference 57
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.
Observation c9ce762e-324f-4214-ac97-1660dee20650 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 58
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.
Observation 2c266543-c651-441c-8e22-d6d6c8f21e43 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Sonoda, Z
Reference 59
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.
Observation e67bbfb4-8ea3-4ff0-8844-3fd9d5b6f292 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings W ¨alchli, L
Reference 60
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.
Observation 731c22b1-f910-48dd-b8c4-db2f196bc84a · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 61
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.
Observation cb06866d-dafc-42ce-bd41-d19b49e63f1d · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Improving turbulence control through explainable deep learning
Reference 62
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.
Observation e2162c56-7520-44f3-a01c-7c97e529f2e6 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Unresolved cited work
Reference 63
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.
Observation 00425c75-e4fd-497c-b97f-980b34361960 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings Raffin,et al., Stable-Baselines3: reliable reinforcement learning implementations.J
Reference 64
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.
Observation 2764c225-ba24-4c5b-a180-c861bc2d4007 · outbound
Physics-guided surrogate learning enables zero-shot control of turbulent wings PettingZoo: Gym for Multi-Agent Reinforcement Learning
Reference 65
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.
Observation 4c3c5408-ca27-4de5-b033-d9f835c3fb56 · inbound
Policy-DRIFT: Dynamic Reward-Informed Flow Trajectory Steering Physics-guided surrogate learning enables zero-shot control of turbulent wings
Reference 9
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.