Paper Citation Record · LEDGER

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints

As of 18 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2505.02634.

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

pith.paper-citation-record.v1
2505.02634 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:54:44.122837Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

verified exact6
verified fuzzy24
unresolved21
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 809f51fc-bc7d-4638-98ce-a85bfbec12d3 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:45.087167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 39cda749-673f-4d69-ad68-77edfcc7dcc7 · outbound

This paper cites Bak , author N.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Bak , author N

Reference 2

Resolution: verified exact; doi, observed 2026-08-16T00:54:44.217056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9121b79d-ed3b-4544-8710-648c5cfb7cb6 · outbound

This paper cites Skinner \ and\ author H.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Skinner \ and\ author H

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:45.073158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b42e7cd-edbc-4cc7-bd95-4e01258d4b3c · outbound

This paper cites A review on Deep Reinforcement Learning for Fluid Mechanics.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints A review on Deep Reinforcement Learning for Fluid Mechanics

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:54:44.560027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83f68468-7c1c-45c9-9ef7-369584ead56e · outbound

This paper cites Secanell \ and\ author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Secanell \ and\ author A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:45.058913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 84fcbdd5-6b16-4a57-b4f3-40c2103aebfe · outbound

This paper cites Lyu , Z.; Xu \ and\ author J.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Lyu , Z.; Xu \ and\ author J

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:45.045636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2c35c71-b9db-4026-8119-1b8e4008baa1 · outbound

This paper cites Pironneau ,\ title title On optimum design in fluid mechanics , \ @noop journal journal Journal of Fluid Mechanics \ volume 64 ,\ pages 97--110 ( year 1974 ) NoStop.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Pironneau ,\ title title On optimum design in fluid mechanics , \ @noop journal journal Journal of Fluid Mechanics \ volume 64 ,\ pages 97--110 ( year 1974 ) NoStop

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:45.031938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3829e655-d0af-4a90-9416-f6babfedae30 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:45.017220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b9908879-d78e-4c72-bed8-97bb635c4fac · outbound

This paper cites Jameson , author L.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Jameson , author L

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:45.002697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2e5e5534-f458-4872-9fc3-1668a0f30851 · outbound

This paper cites Jichao , author D.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Jichao , author D

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.988368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a46a5ac-0f35-49e9-961e-92f5354d80f1 · outbound

This paper cites Viquerat , author J.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Viquerat , author J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.972979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3a05d6b0-b29d-4d92-88be-c798ec4a15ab · outbound

This paper cites Bizzarrini , author F.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Bizzarrini , author F

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.956739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d6703d89-5796-46ca-adb0-c85019dcc7b1 · outbound

This paper cites \ Wang , author B.-Q.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints \ Wang , author B.-Q

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.942518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6d3736fc-25b6-46ab-82d2-873762ad6ec1 · outbound

This paper cites Fourie \ and\ author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Fourie \ and\ author A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.928458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 11a22b9b-e641-4235-837d-f95396364b7e · outbound

This paper cites Nejat , author P.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Nejat , author P

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.914902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 53bbc092-47cb-4742-bbf7-7725676464a7 · outbound

This paper cites Wang , author J.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Wang , author J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.900676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3689419b-43f9-42b7-a8d7-3726825db3f3 · outbound

This paper cites Arulkumaran , author M.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Arulkumaran , author M

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:43.979020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf47b783-eb49-4c8d-89ef-b2c8dd1ed820 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.877574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58fc05db-7a32-45d8-898d-a5cdbe2869ab · outbound

This paper cites Lou , author R.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Lou , author R

Reference 19

Resolution: verified exact; doi, observed 2026-08-16T00:54:44.202371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4acc4325-e9b6-4792-8af7-d8f90200c1a9 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.864484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48bf6bf1-9f4d-417e-b77e-d2290a31344e · outbound

This paper cites Vinuesa , author S.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Vinuesa , author S

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.851315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d019e733-0168-4428-95cb-877f5458d934 · outbound

This paper cites Vinuesa \ and\ author S.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Vinuesa \ and\ author S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.837981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3854d252-0092-485d-ac90-807508971c68 · outbound

This paper cites Le Clainche , author E.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Le Clainche , author E

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.823846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38bb9b8c-54f5-44e7-92c3-d7040a73fdf9 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.809767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b6c0486-aa65-4cb7-8e4b-c7b028f4ae5d · outbound

This paper cites Lacasa , author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Lacasa , author A

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.795476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 082c8b6a-5f76-4710-b030-4c9c2bf64273 · outbound

This paper cites Liu , author M.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Liu , author M

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.017160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd9e5e6a-5c8c-4c5b-acbd-4dd060db965b · outbound

This paper cites Liu , author R.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Liu , author R

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.021358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b79e6498-47ad-49cc-b3ee-e3350061f676 · outbound

This paper cites Yan , author J.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Yan , author J

Reference 28

Resolution: verified exact; doi, observed 2026-08-16T00:54:44.175948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d54b5c4e-f410-4ff9-918d-dc12a213f525 · outbound

This paper cites Noda , author K.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Noda , author K

Reference 29

Resolution: verified exact; doi, observed 2026-08-16T00:54:44.160624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 22279fef-8686-47bd-94e3-8db5bc59a1d5 · outbound

This paper cites Bhola , author S.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Bhola , author S

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.034357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7a34855-f155-4524-93f7-514551ac07d5 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.782019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c265bdb-161e-49dd-9542-5d179f8a1db2 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.767825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6822a28a-b1da-4970-906e-89d7f5d1dd34 · outbound

This paper cites NeuralFoil: An Airfoil Aerodynamics Analysis Tool Using Physics-Informed Machine Learning.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints NeuralFoil: An Airfoil Aerodynamics Analysis Tool Using Physics-Informed Machine Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.046440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d512131d-ca85-4df5-bfdf-e0167c437816 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.753657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10d72a45-398d-4aea-b2bd-4d66d0c1af98 · outbound

This paper cites Eiximeno , author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Eiximeno , author A

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.055144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9adca417-fbc1-4bc4-8008-0b8ba4c26484 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.740053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 44bd9fec-14fc-4003-a856-8b3f7115dbbf · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.064422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e126c9-d69b-4cdd-9b9a-6dcf2f464160 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.726387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b8056cc-acc4-4dd8-be5f-0e8e30c2b78c · outbound

This paper cites Huergo , author G.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Huergo , author G

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.712477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b59ffd48-77a9-41a4-8ef2-1ecd32d2697a · outbound

This paper cites Reinforcement learning for anisotropic p-adaptation and error estimation in high-order solvers.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Reinforcement learning for anisotropic p-adaptation and error estimation in high-order solvers

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:54:44.255137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 797445a7-59f0-40d2-be4d-c8b7f7971b07 · outbound

This paper cites Mnih , author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Mnih , author A

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.698578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f104c820-0499-4b7e-ba2a-f1c24b6fb38f · outbound

This paper cites Proximal Policy Optimization Algorithms.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Proximal Policy Optimization Algorithms

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.085137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56415118-5abf-442c-b337-d5c5b6cac37e · outbound

This paper cites Haarnoja , author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Haarnoja , author A

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.684537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6d65e15e-33c1-40ad-a3d0-41ca7eed27b2 · outbound

This paper cites Fujimoto , author H.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Fujimoto , author H

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.671163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7961bade-f0dc-4126-bdcd-61ad96c25029 · outbound

This paper cites Raffin , author A.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Raffin , author A

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.656714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ba05062-d637-422a-9118-3ea4dfeb4acd · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.640495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5dc01ffc-ac8b-45f2-9b8f-4ff6bf541b36 · outbound

This paper cites Kennedy \ and\ author R.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Kennedy \ and\ author R

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.626423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d1be1f8-296b-44e7-916c-9b4c2ce410fa · outbound

This paper cites Mukesh , author K.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Mukesh , author K

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.611740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a0adc9dc-5099-4230-971e-a109a1a62161 · outbound

This paper cites Hoyos , author J.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Hoyos , author J

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:54:44.597580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0279f2aa-b248-4e9a-bd81-714d092489c0 · outbound

This paper cites an unresolved cited work.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:54:44.583779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4565a459-f245-4b89-8e91-3c4b3337d773 · outbound

This paper cites Akiba , author S.

Transfer learning-enhanced deep reinforcement learning for aerodynamic airfoil optimisation subject to structural constraints Akiba , author S

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T00:54:44.122837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.