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Paper Citation Record · LEDGER

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models

As of 17 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2601.21207.

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

pith.paper-citation-record.v1
2601.21207 v4

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:10:44.114728Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T17:00:10.690186Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T00:47:30.744720Z

Reference resolution

39 of 39 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e59ba50-bf3d-4719-a646-a72fcd5a0da7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models , " * write output.state after.block = add.period write newline

Reference 1

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no resolver link, observed 2026-08-03T07:10:44.005913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.005913Z digest=sha256:015e308eb0204b2da228a1f68932c095cbb0ae9c3c7db851e159b6dd3e41466b

Observation 37fdbb02-586e-495a-982c-5522e6d09c13 · outbound

This paper cites write newline.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models write newline

Reference 2

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source=arxiv_source observed=2026-08-03T07:10:44.009384Z digest=sha256:80e0251570236c9b60cfdb172680cda821b6ea784ed42b8de69f9613ad6daa4d

Observation 45cb05c4-8b7a-43d6-a848-591ca8d186e4 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 3

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source=arxiv_source observed=2026-08-03T07:10:44.012532Z digest=sha256:d85b8165e6dc5ed8cdf390fe906c6f94639e64da392ff924e52d775d303654df

Observation 92230f32-c01b-4709-8e9a-0efbe61d860d · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 4

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source=arxiv_source observed=2026-08-03T07:10:44.015891Z digest=sha256:005e4a3aef209053e024692b397241c83d7604ff6821fe0d6396a2a8a15f7cc7

Observation f5f89ef7-29f0-4bfe-9265-8c64ea5cb55c · outbound

This paper cites S.; and Lio, P.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models S.; and Lio, P

Reference 5

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source=arxiv_source observed=2026-08-03T07:10:44.019097Z digest=sha256:2481a165d0019c41918464d9f7e563e6ece372c8ab27d1eef3182e2fbb0bc2d9

Observation b8d28036-d1dc-4e01-840e-16848f6796f1 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-03T07:10:44.022341Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-03T07:10:44.022341Z digest=sha256:92ad8017d5db39cbf516082012674bd966670a8bd32596063f7c75a49412dda6

Observation 6c355671-8463-4919-8fdf-67d4279c3695 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 7

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source=arxiv_source observed=2026-08-03T07:10:44.025557Z digest=sha256:264107a298c3996351f30c3e086258a3c41b7ea2439a0a8f19c360d25235f434

Observation a2e826d2-0087-4728-815a-58420d349ea5 · outbound

This paper cites F.; Li \'o , P.; and Bronstein, M.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models F.; Li \'o , P.; and Bronstein, M

Reference 8

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source=arxiv_source observed=2026-08-03T07:10:44.028592Z digest=sha256:c9d93dc5ccda4baafa85ee3ceea8004ef04254ca77b3962999e013aac198ac04

Observation c1fed10a-e146-4360-bdcb-92fc03606e0f · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 9

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source=arxiv_source observed=2026-08-03T07:10:44.031986Z digest=sha256:2422ac6214fae15cbe7a6f4be32ade6234cc63d97496c77572ab018b1a34e0b4

Observation 8cf7c45a-1662-4f62-90c4-fc73c701b448 · outbound

This paper cites M.; Bruna, J.; LeCun, Y.; Szlam, A.; and Vandergheynst, P.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models M.; Bruna, J.; LeCun, Y.; Szlam, A.; and Vandergheynst, P

Reference 10

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source=arxiv_source observed=2026-08-03T07:10:44.034739Z digest=sha256:35e7a1e268b324a27d60dca3cee127c0eaecfe2cc6b5027802fbd4f3758ac803

Observation cbcef78d-9b29-4adc-9644-2cf5ff2c0ec5 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 11

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source=arxiv_source observed=2026-08-03T07:10:44.037423Z digest=sha256:2cb2dac7559b05c69b1d587789b154d2ce943715695e3cf831367a9bcda40260

Observation 640c07ea-d4e7-4343-bf94-1aa5a253c845 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 12

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source=arxiv_source observed=2026-08-03T07:10:44.040232Z digest=sha256:b5cca99b293e8ddc037525a1f2ddd884f83d22c50ce5870074cb77453c5338b9

Observation 43b015a4-d317-4755-87a2-701216134ebe · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 13

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source=arxiv_source observed=2026-08-03T07:10:44.043018Z digest=sha256:455feca46a692a5e3dcdce82f2ccb68acc359a227898a241b76c567f102615a3

Observation 6699f890-3c9a-4aa6-b023-daaafcfff0e7 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.045597Z digest=sha256:e9e0531d0866fd4457e39327696c9bba903a14fb7cf1ecc8a5f16ddf43efbab2

Observation 9605a001-629d-4d36-bb8e-6ad6375f7ff4 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 15

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source=arxiv_source observed=2026-08-03T07:10:44.048354Z digest=sha256:988d125cc9cee3a2a78bf01ed09a63d8044e394ad1b3d7a4c5a05560ba2a503c

Observation c78c5e75-669b-4162-80d0-e84033bde0b6 · outbound

This paper cites Unified Origami Kinematics via Cosheaf Homology.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unified Origami Kinematics via Cosheaf Homology

Reference 16

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source=arxiv_source observed=2026-08-03T07:10:44.050841Z digest=sha256:1704fc1adaa6d3fbedfd37308f0a157a6c8c446c218bc8e54eac06464aeb7419

Observation 53c25126-5099-4c6e-a808-13893a5f9202 · outbound

This paper cites A Cosheaf Theory of Reciprocal Figures: Planar and Higher Genus Graphic Statics.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models A Cosheaf Theory of Reciprocal Figures: Planar and Higher Genus Graphic Statics

Reference 17

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no resolver link, observed 2026-08-03T07:10:44.053647Z

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source=arxiv_source observed=2026-08-03T07:10:44.053647Z digest=sha256:655a3bfe2ee9dba70a774d09660709545aece2bd731d70ce4d310ea6cf51b2d2

Observation 444e15da-9b41-4f33-ad53-826292e17ade · outbound

This paper cites Equivariant Cosheaves and Finite Group Representations in Graphic Statics.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Equivariant Cosheaves and Finite Group Representations in Graphic Statics

Reference 18

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source=arxiv_source observed=2026-08-03T07:10:44.056458Z digest=sha256:7e8e844b51327354332b90cc0b9fa17eaffdbb9d77b0bebc9f84baeb903f2b0e

Observation 27c956f1-9386-4c7e-938d-9314ec6650d6 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 19

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source=arxiv_source observed=2026-08-03T07:10:44.059559Z digest=sha256:312e6d4171ca59618e1a327e9146b9de71d8b3412e127e94310089f72cd59dcd

Observation e35b217b-bfc3-4b06-970d-2e0514dc3cc4 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 20

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source=arxiv_source observed=2026-08-03T07:10:44.062926Z digest=sha256:878641b628fcabc8f367a4edb706cdb39731a95a2915102fde8d58ace4b404d7

Observation 95d4f74f-3e29-4e0f-8b04-12e9c4762280 · outbound

This paper cites K.; Maclaurin, D.; Iparraguirre, J.; Bombarell, R.; Hirzel, T.; Aspuru-Guzik, A.; and Adams, R.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models K.; Maclaurin, D.; Iparraguirre, J.; Bombarell, R.; Hirzel, T.; Aspuru-Guzik, A.; and Adams, R

Reference 21

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source=arxiv_source observed=2026-08-03T07:10:44.066088Z digest=sha256:39e04706b3ffa76428bb34b521b1f03c0f7ec3c3bd1bfa9751de4bb518094e43

Observation a7e5d5c3-14e7-40e3-8bcc-beb6da4589b7 · outbound

This paper cites Simplicial Neural Networks.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Simplicial Neural Networks

Reference 22

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source=arxiv_source observed=2026-08-03T07:10:44.068386Z digest=sha256:a4ee909928dc3e09bc13834d667b587519e4876dcff3366a7f70eb4b0b18521d

Observation a2539669-651f-4e6f-b5fc-492bb751d577 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 23

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source=arxiv_source observed=2026-08-03T07:10:44.071163Z digest=sha256:edc3f01f53c10d2dbd9b7630ddc71015bce14cc6bc1a2b41355fab4e0c506ddf

Observation 5e7c156a-1d7a-4888-8c94-1aec4a32578f · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 24

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source=arxiv_source observed=2026-08-03T07:10:44.073861Z digest=sha256:7065129399ba2daa2d6583a1448bf2d3fae3b69c491c59b2f68e89fa357cf1a3

Observation 54decef8-4d5e-4546-b3e1-3c92d1bfa6df · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 25

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source=arxiv_source observed=2026-08-03T07:10:44.076256Z digest=sha256:0352cc4d058499ababe571d545a2cafd5898d0acfb431287ab224035b1a52440

Observation 905d1cb3-1482-485c-9259-6795f1e697e3 · outbound

This paper cites Topological Deep Learning: Going Beyond Graph Data.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Topological Deep Learning: Going Beyond Graph Data

Reference 26

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source=arxiv_source observed=2026-08-03T07:10:44.078881Z digest=sha256:da3ee047a21720ee1b1507299138ae1f8696d74ad9b291cc9ddd4ea6075007ff

Observation 727461f5-53fe-4cfe-bab6-68518f2c1871 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 27

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source=arxiv_source observed=2026-08-03T07:10:44.081959Z digest=sha256:566e5b36d0888c956b5b945cb55bbd1f184eb08b2c2dbd1a02ebaea62c3becd5

Observation 2767fa2a-2b6f-4e2f-a534-6bd8f32e2046 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 28

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source=arxiv_source observed=2026-08-03T07:10:44.086074Z digest=sha256:19efa3fc26977a8c54b60369c5b8f0212f4f2fd464162ca84c686412564e74d1

Observation 925ba734-ad9e-4246-afac-8a0880a539dc · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 29

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source=arxiv_source observed=2026-08-03T07:10:44.088868Z digest=sha256:153461390b56d3095cf2c6f0c3718176bca120d9ea279407ae0cf43a799e5164

Observation 435f8bc9-37d6-43bd-919b-8be4b16943bf · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 30

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source=arxiv_source observed=2026-08-03T07:10:44.091552Z digest=sha256:05fcdf3bce2d9cb406b1619b24f1a391feb4d768bf8188ab79d35043ad5edcbf

Observation 9ab5cd4d-4cc7-45d0-9054-1470be347adb · outbound

This paper cites N.; and Welling, M.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models N.; and Welling, M

Reference 31

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Observation 59957256-6b45-4907-b182-d0d4846a9d6a · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 32

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source=arxiv_source observed=2026-08-03T07:10:44.096714Z digest=sha256:7deb7ab15ade3ecc82a0e5f63d923b22e247fd61fa053eeb6c5fc390c708540d

Observation 7b303a1f-7a47-4f59-9379-f9ee29360d75 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 33

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Observation e55c02d8-ac76-4944-aa6e-01f76d91be40 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 34

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source=arxiv_source observed=2026-08-03T07:10:44.101488Z digest=sha256:57d9869296522fdd59458e84563e3e37dacd437d370c6dee3a6e6c1393d3cfff

Observation 101ca5d6-e5f9-4663-997a-052ec943bad8 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 35

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source=arxiv_source observed=2026-08-03T07:10:44.103805Z digest=sha256:8cc623468dfdbf0fbf34cb2bc5457047f12c4164b632d5d8e1da1851f1d1901d

Observation ec976de4-ef10-45fc-9e4f-057dee08d60c · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 36

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source=arxiv_source observed=2026-08-03T07:10:44.106943Z digest=sha256:b45ba4ca57d4ec58116432d7bd5c3978b8d9bd28b88425b630e82133c4ad6b3a

Observation 98f6eb34-a95c-4c31-9ca7-1218fa369889 · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 37

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Observation b47a8fd0-bc5e-441b-9feb-aa375e37f0d7 · outbound

This paper cites B.; Hayder, Z.; Rolland, V.; Stone, E.; and Petersson, L.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models B.; Hayder, Z.; Rolland, V.; Stone, E.; and Petersson, L

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.112324Z digest=sha256:b6170bb4fc6ef7163d59c8d77b17dfa9ac91253493c8b1e6785509a22dded15c

Observation 18b5377d-bf17-413f-835e-d2963115d90a · outbound

This paper cites an unresolved cited work.

A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-03T07:10:44.114728Z

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source=arxiv_source observed=2026-08-03T07:10:44.114728Z digest=sha256:d585b5c5dd2d87c7b705be002e0e880869b83255699cb60f76000f1054dd6e95

Pith citing papers

Observation 46f2450a-7569-44fe-ad03-47c62c86b788 · inbound

Temporal Sheaf Neural Networks with Dynamic Orthogonal Transport cites this paper.

Temporal Sheaf Neural Networks with Dynamic Orthogonal Transport A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models

Reference 63

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local_arxiv, observed 2026-07-03T00:47:30.746288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-06-27T17:00:10.690186Z digest=sha256:3a5f47c6d4740ee37c3497cad95c913cfa431cee8f8397053c8859d25ced5750