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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 9 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 2026-08-08T06:32:00.761636+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=sha256:77d5da9bb264adb427ed94581038ecebd13377f03d29317322d8a04c3d38acce

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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no resolver link, observed 2026-08-03T07:10:44.009384Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-03T07:10:44.009384Z digest=sha256:340cb635d22d1f343a21d6366f75c701e6d2c2553329f7b37cb93e20b08e9ab8

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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no resolver link, observed 2026-08-03T07:10:44.012532Z

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source=arxiv_source observed=2026-08-03T07:10:44.012532Z digest=sha256:847169d0ac0ad121578b2d1f3792a5bd22599caa2a4a131ce076f869ee82d912

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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no resolver link, observed 2026-08-03T07:10:44.015891Z

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source=arxiv_source observed=2026-08-03T07:10:44.015891Z digest=sha256:6532a449865d3bf2d8925e49ce9b4d3cf6a10e49d0c0a2e9d73d89055a020929

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=sha256:3a97d84a135af869627feaa9865a8f1531204bda1fbfcde34897dc9c112cd4a0

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

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.022341Z digest=sha256:247c6dedb59f2fa7eb13623d6d34134c9283290c1c8dec17e669769daba9a22b

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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no resolver link, observed 2026-08-03T07:10:44.025557Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-03T07:10:44.025557Z digest=sha256:ddb4d99151468a4e13dd3d64fef9a6150073b4fc127d210af917f3cc970cb1b9

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:b607acb208e5588b39bb3a82448ca08d1e053dff248f5f67d9bfb41aa77a9d3a

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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no resolver link, observed 2026-08-03T07:10:44.031986Z

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source=arxiv_source observed=2026-08-03T07:10:44.031986Z digest=sha256:03042cb8915d6ba3161312e47d3677469785bef45a12c9fafd73f98834a99cf4

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:c45d6408053b2b832f35c490c9c196fb3f85544201737a486ca6ca0f13572dc8

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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no resolver link, observed 2026-08-03T07:10:44.037423Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.037423Z digest=sha256:6f461098e8ef48da9289ed34aa7fff81e0ac9fd20780db60217beba69636170b

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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no resolver link, observed 2026-08-03T07:10:44.040232Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.040232Z digest=sha256:0792cd90d7b349481aaddf44252957544b020317f3f1f8afe46316405e321bf8

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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no resolver link, observed 2026-08-03T07:10:44.043018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.043018Z digest=sha256:92e88a4fc9bfb2295a8d6b9adabe96af5b13ae890d72924fe062190d504694a7

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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no resolver link, observed 2026-08-03T07:10:44.045597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.045597Z digest=sha256:8750f3ba1b64f49e93961a2fe2d3c4673221fc3646c03d175b8c7e9924a8cddb

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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no resolver link, observed 2026-08-03T07:10:44.048354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.048354Z digest=sha256:9ffdde8fb509bde7fb095a09c29dbcce8dfd4245ddb3cd4f2a0da0db611d57c6

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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no resolver link, observed 2026-08-03T07:10:44.050841Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.050841Z digest=sha256:7963cc134635061d7c313d1c0d3fac251321adeee12c3bfeb1512e0cf86b954c

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=sha256:2f4d6ddea85db2507313d36db8e82fff081afc7964ca3c151e87afed692b461b

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:a635e36628fff74edba5c1649fa540fad7c66fb612048b86c33acd43fd8a77aa

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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no resolver link, observed 2026-08-03T07:10:44.059559Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.059559Z digest=sha256:7caead88f2ba945c2b955b78e799e65155ba4bb4c789a2b4866936e39d215fe7

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-reported events for the cited work

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source=arxiv_source observed=2026-08-03T07:10:44.062926Z digest=sha256:2b78150546cc8ad60eb7cb9378943b24ce10e4bf4f3f7b99418371ce489d4b0e

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=sha256:4bf7fe5b2d0cf70e4980680d9c621ac1c9800d94a4bb9a282fd7a924a1005bb3

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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no resolver link, observed 2026-08-03T07:10:44.068386Z

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source=arxiv_source observed=2026-08-03T07:10:44.068386Z digest=sha256:b0bac6da6fff09efa307eee9b4bea5978f40d8347598f21fe18ff1c0f0bb354b

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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no resolver link, observed 2026-08-03T07:10:44.071163Z

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source=arxiv_source observed=2026-08-03T07:10:44.071163Z digest=sha256:2436d0c087a86befdbd0bfcc275f00fda183c4be5b4427f8431e373169321022

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:cfae3148bdb5d25844dca00402518d2379ffa5d4ceb67102cc85e9a912075afb

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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no resolver link, observed 2026-08-03T07:10:44.076256Z

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source=arxiv_source observed=2026-08-03T07:10:44.076256Z digest=sha256:0ae4b4f5b7374365328a984871ca400137be5eb924c767a6bbd5a923e62fad90

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:a27b13561479a6bf8608cae407cc3533aad989133dcc04e6e4ed957f612217f4

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=sha256:507130c091743e6a6eefabd9af0ebf13df2711ab4bfad65dc279bc5c7034c838

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=sha256:8308c2cf080584b19563cf7fd5d0e533d002331965ec60d7a389d65dcb40e9d8

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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no resolver link, observed 2026-08-03T07:10:44.088868Z

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source=arxiv_source observed=2026-08-03T07:10:44.088868Z digest=sha256:463077df99af0fadf4414ae3d06244d02c126160ff48462017b85cb18ede3888

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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no resolver link, observed 2026-08-03T07:10:44.091552Z

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source=arxiv_source observed=2026-08-03T07:10:44.091552Z digest=sha256:a88b17a3cd6616b7f04934a6222aa1c5614cd4ac71f7ecd1813f449974d54ea4

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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source=arxiv_source observed=2026-08-03T07:10:44.094255Z digest=sha256:14c2889dcf24d28a0618734941de63d9b1e5c348ce2feb51e68c072d3f5122d0

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:c1643a370beec0faec296d2590de663c2f157112b86764b036508c5ca6065fd0

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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no resolver link, observed 2026-08-03T07:10:44.099261Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.099261Z digest=sha256:1013fe10a103326bafe05008b9aa2713618b6f568c48782287f83591ebb65c7c

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=sha256:84686646af478b920d191ac46d2491284cc5ae90e6234775e2d8a6c0f4499ac6

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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no resolver link, observed 2026-08-03T07:10:44.103805Z

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source=arxiv_source observed=2026-08-03T07:10:44.103805Z digest=sha256:9845d69bb4cd5550b0428501f52879e26dd1060444aa45e14f0bd0780fce6b36

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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no resolver link, observed 2026-08-03T07:10:44.106943Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:10:44.106943Z digest=sha256:18c906bc5a6517005696f5f606db51ee70cfc607cc12708481ab28424d083d9f

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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no resolver link, observed 2026-08-03T07:10:44.109298Z

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source=arxiv_source observed=2026-08-03T07:10:44.109298Z digest=sha256:3e3203c758959c15c220006ea7d7eed85737a181baac57d78753cf0702c350f4

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:c93ac997815e3f9ac8b92706a84990a2d6d63630f1922a2bf081c106c7b136b6

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-03T07:10:44.114728Z digest=sha256:25d83686d5b101d39f195e933229cc9c515a6f49c9e72956ef66417c1e6fadd2

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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metadata mismatch
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T17:00:10.690186Z digest=sha256:bb2ae6538a3c855486e7a1010477edf1f8e6f618e972a566d02c374d6b490659