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Paper Citation Record · LEDGER

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils

As of 10 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 4 inbound Pith citation observations for arXiv:2501.17081.

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

pith.paper-citation-record.v1
2501.17081 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:53:38.549514Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T08:47:08.845943Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

79 of 79 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 0421e552-9173-4ea9-a3a9-980b3dfafa7c · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:35.477842Z digest=sha256:eb25ec5a1764378939094aeb249f336640e2a1e4519ed99af504625e1745bb53

Observation f2e47747-9da3-45b8-a037-a549820f7e47 · outbound

This paper cites On the Bottleneck of Graph Neural Networks and its Practical Implications.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils On the Bottleneck of Graph Neural Networks and its Practical Implications

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:35.495041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:35.495041Z digest=sha256:8c03225dc61a9e675fb859aaac2fba6d13ed9588cca6126427ecc642ff409a49

Observation 58c1122d-c50c-4af4-a301-cafd912ad6ee · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 3

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation cb31674b-f8af-4cd4-adc2-fe89f18e7c72 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:46.925455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 5c66b1be-7f89-4a0f-b5e2-5bf4ca29844a · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c32c3778-b89c-47fe-8eef-0654f3187c73 · outbound

This paper cites Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:35.552943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:35.552943Z digest=sha256:cb4ecdb5d30fb0cf3b3ed11ee3ba2155acf7b2c9da3f8ca2f1913fbd94c3742d

Observation df36a202-eb26-4d28-adcb-dfd07073c268 · outbound

This paper cites Language Models are Few-Shot Learners.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Language Models are Few-Shot Learners

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:35.563411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:35.563411Z digest=sha256:d156aa187337fdb8d74eeff1d490b26aeaaaa939ae49297f974be30559774ae0

Observation 052fc817-0a9b-4662-a13b-2d5cfadda396 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:46.614753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 9b97b59d-e6f8-4924-a2da-2ba63c8137e8 · outbound

This paper cites Graph neural networks for laminar flow prediction around random 2D shapes.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Graph neural networks for laminar flow prediction around random 2D shapes

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-10T04:53:40.424744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:35.603279Z digest=sha256:e60044511d8668ac3aa96a3bccbba9e85fdfedd833c07e1a6ae0575208160fd1

Observation 030a85d3-d6ff-4cf7-afae-5b68f89f8bae · outbound

This paper cites Generating Long Sequences with Sparse Transformers.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Generating Long Sequences with Sparse Transformers

Reference 10

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unresolved
no resolver link, observed 2026-08-10T04:53:35.616065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 838929b4-abfc-440b-a918-6292073e960c · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 11

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1105dc78-843c-48cb-8ea8-9f833ec119d8 · outbound

This paper cites A., Pagone, V.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils A., Pagone, V

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 254028b7-e1b3-4cff-90b7-e1d60b824cdd · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 13

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 9bef9d37-cb1b-4b0e-a71f-dab098d0d838 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 14

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:35.784756Z digest=sha256:ecee0f7929e7c7e7c3b1590184fa7ec444ce63cf3960909b748b4ccc831b9fa3

Observation fe9a71ad-28bf-4a12-af83-81beff0f04fe · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:35.884758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 98fec88a-d2ee-462c-acc7-1b14640b1f7c · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 16

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 81c0eaa5-e495-4b98-9c41-a9f12cd28750 · outbound

This paper cites Graph Neural Networks for Aerodynamic Flow Reconstruction from Sparse Sensing.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Graph Neural Networks for Aerodynamic Flow Reconstruction from Sparse Sensing

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:36.002210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 74e272de-8683-4a60-afef-87dc9a902099 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:45.734750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c7c82619-a19c-4777-b6a9-60c813a13ccd · outbound

This paper cites A Generalization of Transformer Networks to Graphs.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils A Generalization of Transformer Networks to Graphs

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:36.066216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:36.066216Z digest=sha256:482aeb932bdd1721a8e83c55ead7e15d6d7e0f5691eaf052ebb834102b48a81d

Observation a0c27724-e38c-4d42-abeb-ef96e982b2d7 · outbound

This paper cites B., Mathelin, L., Yao, Z., Brunton, S.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils B., Mathelin, L., Yao, Z., Brunton, S

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4fce8fd5-2e98-47d0-a60f-3f71a0af2beb · outbound

This paper cites and Remacle, J.-F.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and Remacle, J.-F

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8f46f0b8-803a-494d-ada4-db9bd471fa54 · outbound

This paper cites S., Riley, P.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils S., Riley, P

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 87d472ea-a35e-4d31-9225-46b3053bcd9c · outbound

This paper cites and O’reilly, C.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and O’reilly, C

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 0c59be77-f064-42fb-99ea-19d144269040 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 24

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 964379c1-e9a2-4d01-b9ce-ac86eaa3e4fe · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 25

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 9c985123-fdc7-4089-82ff-0c0ac81be1c1 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 26

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 7ff80799-b2b1-47a2-9ab2-614e0e2ae816 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.794750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8d8db7af-d33e-4896-ac9e-b3b704c513b0 · outbound

This paper cites and Haller, G.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and Haller, G

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 31b3f4d0-8767-4978-8c0f-0a3b28fa4034 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.585307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 2fada7d4-b837-49d4-a74d-bb0dbadb492b · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.464750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation fa599826-2101-4196-8916-090f552abcd2 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.372488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d8a593c6-c618-4a27-8b98-af78fc03ea2b · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.223609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6a97431f-18a2-4821-948e-42b3f21063a5 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:44.068581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d4b518ae-07ef-4c68-b598-b7e939825747 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:43.884757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 33554437-640f-4694-a1eb-fbe4f128d316 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:43.724757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:36.966352Z digest=sha256:d7646f09a6db2c9207ca1e6641d3ddf90af2bdbff73d1f77b05ba8fd2a8e933f

Observation 61dd1fba-788a-4191-8b8a-5fd5f6c53025 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:43.585250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.000241Z digest=sha256:a2fff22a045afd59cb62dc53cf8777eea28d14f49c818bb02f563a7e6e609f6d

Observation bdc3416a-73d0-4984-8c8c-55fec1da0976 · outbound

This paper cites DeeperGCN: All You Need to Train Deeper GCNs.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils DeeperGCN: All You Need to Train Deeper GCNs

Reference 37

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no resolver link, observed 2026-08-10T04:53:37.023621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.023621Z digest=sha256:3227ce67cf64e4fbcfa6e44be0224825280d77205b8c18c427b1288d9ecccb1b

Observation 4dc86a97-6b20-40e5-b76f-d9bce52cd9d7 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 38

Resolution
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raw_fallback, observed 2026-08-10T04:53:43.444752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.040737Z digest=sha256:b300bdfbecc12cc55feb1201ee69e907d85a63bea4ade7847907f8d63f3cde49

Observation 11d71b0a-4b7c-4351-b9f6-2cf02169a7aa · outbound

This paper cites Fourier Neural Operator for Parametric Partial Differential Equations.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Fourier Neural Operator for Parametric Partial Differential Equations

Reference 39

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no resolver link, observed 2026-08-10T04:53:37.047925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.047925Z digest=sha256:a5c9360c4d574fc21163234275d304eb45070fd752c7a770732ba525090ee849

Observation 0cf28074-596a-4354-bfb7-0eb583fe8456 · outbound

This paper cites Neural Operator: Graph Kernel Network for Partial Differential Equations.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Neural Operator: Graph Kernel Network for Partial Differential Equations

Reference 40

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unresolved
no resolver link, observed 2026-08-10T04:53:37.062994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.062994Z digest=sha256:28a4816073faff0ca9661f8967a42ed42fe37a939cd8a7443ea66f5e7bbeb679

Observation a7b6c8ec-8656-4457-8951-1a2007771402 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:43.326244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.068410Z digest=sha256:f817c9f0569218cafab23a344b0ae5926e079e1fb087efba8a63b3769d02a571

Observation 95d89da3-d76f-48f3-9819-b9d728731231 · outbound

This paper cites Decoupled Weight Decay Regularization.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Decoupled Weight Decay Regularization

Reference 42

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unresolved
no resolver link, observed 2026-08-10T04:53:37.074762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.074762Z digest=sha256:75654d2d0d5ae62b9235518e8dcd09f347d4d177377f8e41074be2f7ff7d2b49

Observation 3b05a1aa-cde0-4fd9-953c-7311dcf111b2 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:37.086139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.086139Z digest=sha256:e5e4eb39bb7e03477af3c5a58f869e8899f4de66e719502e9632612f9e6839c1

Observation 57569653-0020-406a-8e95-5af34e101561 · outbound

This paper cites DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:37.098221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.098221Z digest=sha256:8322f55f22e287b2414266fbe507405affd7a7f8d60cab4752c2fcd7e0a42a24

Observation 519a2e98-757e-4172-b207-12ce70bde807 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:43.204836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.109535Z digest=sha256:75c7d6b4eaa1f13f6a414777f1212a4cea7fdf3376620b557ac24834608a3f1d

Observation e99079b1-27e0-4483-9c3e-0ef50336072c · outbound

This paper cites and Esch, T.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and Esch, T

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:43.064753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.156532Z digest=sha256:d64ee45f8321052cdbcd03be4a54ac7df074f79eba7d1ce0c87ba7b11955d293

Observation e89a036a-041e-4137-bcaf-8b788cb51915 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:42.874777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.195629Z digest=sha256:998bd9b927de1f2bf3a4e493c49f6553f9b7b6aebdc62b147de5b123adcb9320

Observation 06104995-7621-40bd-b528-ee9641ccf5e7 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:42.724750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.273345Z digest=sha256:7ae20585930325f60f7d6614817503224b6fd69817656865bb752f82d5f84f0c

Observation e2800dd6-7b95-4fd5-ba99-7fd366230af0 · outbound

This paper cites Learning Mesh-Based Simulation with Graph Networks.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Learning Mesh-Based Simulation with Graph Networks

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:37.354749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.354749Z digest=sha256:861bc10e82e3d113e68f251e6683fa57423cfb650492c3b5824aa09490f1afb9

Observation c3c5aabe-7afe-42a9-a5de-f5db40457c5b · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:42.564752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.435448Z digest=sha256:ad617ccf7dd7604c4f636ad93306dcdf47e75ba0ddd6101e6b257a986dea617d

Observation 078f068e-3083-4e9b-895d-5d560782b45c · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:42.374749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.485353Z digest=sha256:fd37c2d5a441d1c404075bf422b43cb3e71df20dea0a8230d12715e764ba7e93

Observation 81642d3c-4d74-4069-ae43-d41c539f7143 · outbound

This paper cites and Rohde-Brandenburger, K.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and Rohde-Brandenburger, K

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:42.181687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.551006Z digest=sha256:44738eda1d563679967547e485925c3ee8c2580c291396a461f020a654c38f2e

Observation 1e5b5b3d-8d6d-4647-86dc-7fee8f4ecd00 · outbound

This paper cites P., Luu, A.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils P., Luu, A

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:42.154836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.644756Z digest=sha256:7d138923be876b75987ea0f735db5b1ab4b29b16cdfde193a93bde2cb48ccc2f

Observation e05e19b2-ae32-4a7b-b968-aaa1575c9c09 · outbound

This paper cites On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:37.684753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.684753Z digest=sha256:0ff33816d851383b8e13c336eb984c4c5f69136971c3e50a3f93322ff1cda4a5

Observation 357e24a3-fd56-45bb-982f-b7a988732ad5 · outbound

This paper cites A Survey on Oversmoothing in Graph Neural Networks.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils A Survey on Oversmoothing in Graph Neural Networks

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:37.724846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:37.724846Z digest=sha256:56dfdd174a84e7c9a62e738771545b918f17bc0f5343abd35dc549f45808f3c4

Observation f5b22f49-478f-48a6-b322-fe184a71d140 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:42.084750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.739026Z digest=sha256:c4ce27e143c9863aec7a819a9724abb8d1335ba246cb80abb19abaa686df099b

Observation eb9d5cd1-4124-4326-a631-e751e91d7aec · outbound

This paper cites T., Merel, J., Riedmiller, M., Hadsell, R., and Battaglia, P.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils T., Merel, J., Riedmiller, M., Hadsell, R., and Battaglia, P

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:42.043960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.774865Z digest=sha256:6e163ca4bdef983ded8500314c0321565fad1d7e811d9e9fede271ee869714e0

Observation 6af9bc25-9aec-41e6-b901-5cc8390afe14 · outbound

This paper cites C., Hagenbuchner, M., and Monfardini, G.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils C., Hagenbuchner, M., and Monfardini, G

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:42.004571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.785667Z digest=sha256:dec2ec703f8c6995ee08d8bf36953d6de8e0b18418f32382d79d74f53c20c34e

Observation 31410ff1-e793-4533-b30b-3361f000dd45 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.888305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.806050Z digest=sha256:2d05d73218ccabc6499cc2513dd2b73c3960d1f7d9dbd19284f2d88532710891

Observation 4227ddc7-e3eb-49d9-8d9e-366171b5c9b7 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.844164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.826926Z digest=sha256:dfff95374ea84630297d61ed7b91986301f44445ce8da508b50655ec92579ec3

Observation ccd29e22-6562-4f35-8a71-b56767c12b04 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.810908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.854756Z digest=sha256:6f506f3ac0af9510f1a1c479900985db52b79fcb33e954314d06d4c012136b5b

Observation 249026e9-dde0-4366-8a3b-73ae4dc5598d · outbound

This paper cites J., and Sinop, A.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils J., and Sinop, A

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:41.754752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.895733Z digest=sha256:e69bd48e9a48ef6b6092b4b29fadcef518405c946df68215bd1af4a0921c910b

Observation 00a134b0-baaf-4d66-a892-f8bffc1db633 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.656474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.909094Z digest=sha256:23e03ad2e0b0dce2e2f4caf42b2f32d1cd32e07d6123b7d1d6e33b82936c7b87

Observation d2841e49-5b69-4583-9d78-12900ddcbcec · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.514855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:37.971915Z digest=sha256:36cf3d76d571d97ebacb521d6c897cc4207eca76ed7b54140dd5095d1381389d

Observation 872013c2-fdab-4d04-8ee9-0a3fccc88ef2 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.394760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:38.033933Z digest=sha256:f3728980f7b27f3cb8541018923b0782a81a523e82af0f14e0992805605ab6df

Observation fa794898-9877-4b8c-aed2-46798d50f845 · outbound

This paper cites Understanding over-squashing and bottlenecks on graphs via curvature.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Understanding over-squashing and bottlenecks on graphs via curvature

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.152260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:38.152260Z digest=sha256:23a800ca3bea5499071f732ba946434bba5dbebf430cc41515d9f908621c7c90

Observation ecd631c7-e617-4365-a909-9d46d12ca9a1 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils LLaMA: Open and Efficient Foundation Language Models

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.239720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:38.239720Z digest=sha256:8456d8caca66f3ec0f168f14c47da1c889adf5497713b33feebf9650a3e16f36

Observation 933553dc-1ea2-4bf2-996a-4202e28bf180 · outbound

This paper cites W., and Nikoueeyan, P.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils W., and Nikoueeyan, P

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:41.329017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:38.311538Z digest=sha256:c320b773e89e0d50829d68f3d7d38178f62684036ac0bc4c12fed805b330d450

Observation 4e27c5ff-7d50-4b10-b256-cb4292cc9e9c · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.330098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:38.330098Z digest=sha256:34c36c4f5902cf018db5b65e7d350f8bcb7017248ef593380cdcc1af312edac0

Observation d86fb1e0-d514-448d-b8be-db4b5ddf3d65 · outbound

This paper cites Graph Attention Networks.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Graph Attention Networks

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.350749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:38.350749Z digest=sha256:5e77774fafef0421ed28dc6ff099821553494c5c3556ae97c5e80cf97eb0aea3

Observation 66f622e8-c9f4-4405-a6fc-311c81a6484c · outbound

This paper cites Learning Incompressible Fluid Dynamics from Scratch -- Towards Fast, Differentiable Fluid Models that Generalize.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Learning Incompressible Fluid Dynamics from Scratch -- Towards Fast, Differentiable Fluid Models that Generalize

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.376145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:53:38.376145Z digest=sha256:69dab25aedbf8d86bd1a2ae170eab805747368207e9fe2fb67a0e1d281178599

Observation 1a657369-8f21-4dd7-8edf-56c4f21d9bf9 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.229415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:38.408248Z digest=sha256:f29c98edf8bff46286d6928e046dbec569b7d1e17c5d49af3104ab8ff9f4fd95

Observation e81d5f80-8ed0-4576-9387-b5a3c62ba11b · outbound

This paper cites and Kipf, T.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils and Kipf, T

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:41.187056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:53:38.426739Z digest=sha256:0ec873ba711ede80230e2ec528d4fd11cbf8f7f31e770d003d4304003afb67a0

Observation 731a2ebf-010a-4063-9bbf-216744f12556 · outbound

This paper cites How Powerful are Graph Neural Networks?.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils How Powerful are Graph Neural Networks?

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-10T04:53:38.463630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1c1d5805-789f-4e2c-9471-33e4e0249284 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 75

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4533b278-7e18-4319-9299-1b171ff80ee2 · outbound

This paper cites M., and Guo, J.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils M., and Guo, J

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:53:41.126686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d3d9a7fa-dc81-44a8-b4dd-e1b124d84051 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-10T04:53:41.089316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6136ac3a-7e54-4640-a0e2-07d16a5308a8 · outbound

This paper cites an unresolved cited work.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils Unresolved cited work

Reference 78

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation cc892011-67c8-4bb4-ac2a-fe60a25bbe94 · outbound

This paper cites H., Shen, L., Ma, Z., Wang, G., and Xu, H.

Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils H., Shen, L., Ma, Z., Wang, G., and Xu, H

Reference 79

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Pith citing papers

Observation 8cf6ccb0-158d-4c64-a720-7b581959ed64 · inbound

Geometric Autoencoder Priors for Bayesian Inversion: Learn First Observe Later cites this paper.

Geometric Autoencoder Priors for Bayesian Inversion: Learn First Observe Later Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:26:28.448416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ab51a3af-e219-43cb-bf96-ba1e1e3e9eed · inbound

PiGGO: Physics-Guided Learnable Graph Kalman Filters for Virtual Sensing of Nonlinear Dynamic Structures under Uncertainty cites this paper.

PiGGO: Physics-Guided Learnable Graph Kalman Filters for Virtual Sensing of Nonlinear Dynamic Structures under Uncertainty Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils

Reference 55

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4a685e4a-0e2e-439d-9d21-4280ce9d8924 · inbound

Multiscale Decomposition Reveals Predictable Interannual Variability and Climate Trends in Antarctic Sea Ice Loss cites this paper.

Multiscale Decomposition Reveals Predictable Interannual Variability and Climate Trends in Antarctic Sea Ice Loss Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-07-01T08:55:34.980677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation b95ae889-18dc-4d0f-9606-f40ee3e5f181 · inbound

Christoffel-DPS: Optimal sensor placement in diffusion posterior sampling for arbitrary distributions cites this paper.

Christoffel-DPS: Optimal sensor placement in diffusion posterior sampling for arbitrary distributions Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T01:20:50.764965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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