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Paper Citation Record · LEDGER

SFi-Former: Sparse Flow Induced Attention for Graph Transformer

As of 17 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2504.20666.

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

pith.paper-citation-record.v1
2504.20666 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:31:07.049516Z

measured 62 of 62 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved59
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 895b128f-6183-4cef-875d-2bf36ee60dee · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 1

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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.

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Observation 6d749571-9b9d-4741-a603-c516bc3cb511 · outbound

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

SFi-Former: Sparse Flow Induced Attention for Graph Transformer On the Bottleneck of Graph Neural Networks and its Practical Implications

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.730060Z digest=sha256:aa4c24e84dd3698e64bf744e96d23a5fb62d6062e23aad7bb813e3a3c910b685

Observation f8b6cddb-b373-407c-a16d-5a596b958d6c · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 3

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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.

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Observation 0f522652-c539-4b81-a52b-0cf822a49b23 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 4

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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=pdf_text observed=2026-08-16T05:31:06.742457Z digest=sha256:2ca3e139c484040e1e500a254ce89fd3e87800365e6e368aac64e2c4dda8014d

Observation 363759ab-2df5-426d-9310-92b249167c22 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 5

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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=pdf_text observed=2026-08-16T05:31:06.747500Z digest=sha256:c472a118449a1acadbc84d3685bc903a8dc125e5f92d3d1cead42bbc18b29e4b

Observation 57c9c7e5-c695-4ecd-9474-b51ad3267d6e · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.752648Z digest=sha256:1d3f2c12370cfd569c8c722fa19804d7363c7525f4ea33706b9b35d8f08c9057

Observation e8c6956a-7023-43f5-a222-249e0a54c8af · outbound

This paper cites Residual Gated Graph ConvNets.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Residual Gated Graph ConvNets

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.763204Z digest=sha256:b796e86173eab5dcc05e92dda998406c1429a9dafee614cc56a45c5936e15ac4

Observation abf490b5-0453-4634-b50c-6d8eaebd4b28 · outbound

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

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 8

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T05:31:06.768497Z digest=sha256:38d1a2b80ef0665b0342f897da86ca244ea020ca6b1572073b633cb5f7b3f081

Observation 3e434cf6-0f0d-48da-b500-5a570f23b575 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 9

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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=pdf_text observed=2026-08-16T05:31:06.773761Z digest=sha256:0884f52b81c2fa5f341bdf92f83e88022323b4eed1affc2783a1e48eee861eec

Observation a45a5d32-ce35-4eef-a029-75adc004d203 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 10

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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.

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Observation 18fc43d7-1ccf-429f-b04b-28b7ee274602 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 11

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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.

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Observation b59536b8-8467-46eb-8532-6986c1610696 · outbound

This paper cites NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.789001Z digest=sha256:84a79b452882e3a7597dcf48e30738929b1af08a9afe6032085db5f88b0476d6

Observation dc57ee28-0b0b-472b-a65c-6659f3d1c740 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 13

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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=pdf_text observed=2026-08-16T05:31:06.794850Z digest=sha256:30fc951904aa4a6841d65eb6579bf1072e7d9637e4c7183038f7cb6f64b404ed

Observation 68bd5494-a4e6-438a-89b8-b6db69946579 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 14

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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.

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Observation 4d7aa445-bb4f-4f03-9526-7a3b34a106d1 · outbound

This paper cites Correia, Vlad Niculae, and André F.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Correia, Vlad Niculae, and André F

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.805308Z digest=sha256:80d2298211bcd736bc12908462c147f15d65f02d8992d91b580fa17123a5a8ae

Observation fbe8bb7a-035e-458c-ad43-d3711bcad86f · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 16

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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.

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Observation 6b4ba7ff-ae5f-4a00-8725-e677e2080854 · outbound

This paper cites Doyle and J.L.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Doyle and J.L

Reference 17

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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=pdf_text observed=2026-08-16T05:31:06.815501Z digest=sha256:8e008b3f8a901beb3d31a5a5689bc5891afb57dc5697811b1fcd070405fd4093

Observation c97af0c7-bb26-48cf-9107-c25de1750d70 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

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Observation 762ae5b4-71b6-462a-a021-539bd7bd489f · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 19

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Observation 64aedc3e-ab17-48b0-bfa3-967e874894df · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 20

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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.

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Observation a8c0eda3-53c3-4d0d-8c86-fc38708a2a9b · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 21

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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.

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Observation 26ff7ba4-6900-41dd-bd7d-80564a741e6d · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 22

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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.

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Observation 271f43e8-6853-4d3b-b0ac-4a10b1e97d1c · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 23

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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.

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Observation 0bbc471b-e0a5-4e1c-bc39-658fd677a2d5 · outbound

This paper cites Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing

Reference 24

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source=pdf_text observed=2026-08-16T05:31:06.849731Z digest=sha256:52103c7e106baaa15fc6fe62810a3e616df7845d2fc51e6e9c66626b6090b7e3

Observation 6502c854-e851-463a-bc8e-0a6fbb9fe194 · outbound

This paper cites CMT: Convolutional Neural Networks Meet Vision Transformers.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer CMT: Convolutional Neural Networks Meet Vision Transformers

Reference 25

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Observation e0c0c32b-7650-4c3d-b813-34fcf7544d6e · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.861118Z digest=sha256:f179e33f2d142246c58d1c3a7a9c5f05f7757f3542ffb8feabbf32bb9cc3f0c3

Observation 929f1602-1866-463d-96f9-53c0632c00f6 · outbound

This paper cites From Continuous Dynamics to Graph Neural Networks: Neural Diffusion and Beyond.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer From Continuous Dynamics to Graph Neural Networks: Neural Diffusion and Beyond

Reference 27

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Observation fce30bb7-6996-4fdd-83cf-c77e5fcaff47 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 28

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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.

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Observation b5c78747-ff5a-4c5b-916d-65954705c557 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 29

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Observation 8a465aac-32bf-4943-b26a-e4654ce166ac · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.883140Z digest=sha256:7101d5a0954be6c506564274ec8c3d5e58cb17ad82bbcc653fe68b7f41f2c584

Observation b30d8318-7e6a-4434-82a9-ec9dfac9d8b2 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-16T05:31:08.795887Z

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.

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Observation 2e4a7c4d-a8bb-4ebd-af57-e1b68891d556 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Semi-Supervised Classification with Graph Convolutional Networks

Reference 32

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.898636Z digest=sha256:abf13f6bdcd850a225cdcb9890eb7e04a475470bfe97843cb912ef0dd7e84cb5

Observation 46cca35c-680a-4e01-96f9-3613860972e9 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 33

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raw_fallback, observed 2026-08-16T05:31:08.667626Z

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.

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Observation feb6bfcc-5ab9-446d-aa10-afe63efc1468 · outbound

This paper cites Text Generation from Knowledge Graphs with Graph Transformers.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Text Generation from Knowledge Graphs with Graph Transformers

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.908476Z digest=sha256:97e21773320f46fabaeac9f51556dc3abd40f44f32fe2b8689192a69800d8c4b

Observation 563cf881-217b-4839-8b28-99891434383d · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 35

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raw_fallback, observed 2026-08-16T05:31:08.590087Z

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.

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Observation b33a33e1-a235-43b8-a384-3e79bebc16ff · outbound

This paper cites Hamilton, Vincent Létourneau, and Prudencio Tossou.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Hamilton, Vincent Létourneau, and Prudencio Tossou

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-16T05:31:08.537732Z

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=pdf_text observed=2026-08-16T05:31:06.919448Z digest=sha256:5e5fddc3f221a02bc561086738eb0cda4b14d302f25ccdf86bd8755269002c44

Observation 625243ef-cb8f-4951-9049-9fd3e2d8c01f · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-16T05:31:06.924929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.924929Z digest=sha256:816ba326d3ebf809658a2cef211cb39934e7ff3c1d67a9c7d4399bd5c9b0854c

Observation cc0cf86a-e9fc-40ad-ad41-2c75a5422083 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 38

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unresolved
raw_fallback, observed 2026-08-16T05:31:08.411258Z

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.

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Observation c627ebb5-198f-4c56-b3dc-7675e575705b · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 39

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unresolved
raw_fallback, observed 2026-08-16T05:31:08.336790Z

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=pdf_text observed=2026-08-16T05:31:06.935334Z digest=sha256:047a7bee2affeff90cb11fe6fdc942bcfa9943e97f4e6e9ace7917a213d0940e

Observation fb1328ab-d6f2-44c1-9816-2719dce51abd · outbound

This paper cites A Graph VAE and Graph Transformer Approach to Generating Molecular Graphs.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer A Graph VAE and Graph Transformer Approach to Generating Molecular Graphs

Reference 40

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unresolved
no resolver link, observed 2026-08-16T05:31:06.940489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.940489Z digest=sha256:2c6caa1f2669017187c0ccb65fdc51974d71bfd875d61c7afe0277726f1a7517

Observation b434179a-5483-42bf-9a7a-8aa3c9e56caf · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 41

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unresolved
raw_fallback, observed 2026-08-16T05:31:08.318250Z

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=pdf_text observed=2026-08-16T05:31:06.946246Z digest=sha256:b66aa6194b5f0c75762758a549a213a1ae3eeb9b6461cf4868b5dff9ce3e866c

Observation 0acfca8e-d035-4995-b6f3-a1970fe2a65d · outbound

This paper cites Graph Neural Networks Exponentially Lose Expressive Power for Node Classification.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Graph Neural Networks Exponentially Lose Expressive Power for Node Classification

Reference 42

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no resolver link, observed 2026-08-16T05:31:06.951527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.951527Z digest=sha256:4cc204153b96ca255f271aa4240891230f351ccc178a4102f4f418915ee6785d

Observation 7afdcf70-e0c2-4c8a-928f-d4e184fc723e · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 43

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no resolver link, observed 2026-08-16T05:31:06.957321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.957321Z digest=sha256:6091ee97eeffdc16c4af219c29bcf09271b440de3d58a02591db20386665a53a

Observation bdba5904-e978-4215-b335-7a5ab636cbd3 · outbound

This paper cites Recipe for a General, Powerful, Scalable Graph Transformer.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Recipe for a General, Powerful, Scalable Graph Transformer

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:06.962725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.962725Z digest=sha256:4c2306c7f6f4c40f7e03ca2ca90315686d1d80278f08b090a59b4cbe88cbc9a3

Observation f123b2a4-7f7d-4990-b0fc-0313570c1866 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:08.229614Z

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=pdf_text observed=2026-08-16T05:31:06.968349Z digest=sha256:120fe0a7c668b2b25cf209a3f8037da7741e3b068b7bc91eefbc700e375cc434

Observation 68ba426f-8ff3-49a9-9446-13287cdcddb6 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:08.103650Z

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=pdf_text observed=2026-08-16T05:31:06.973352Z digest=sha256:c29b8e2b1bb815c677904422c2d0929408bf4550b41ea7551ed85e5648c98d0a

Observation 41fc2d68-22db-445f-bc9c-5406262ece6f · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:08.064543Z

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=pdf_text observed=2026-08-16T05:31:06.978413Z digest=sha256:c180fbba38610720db9dd4254e5a220275b9d38897a3ec9e48aa4086fb433631

Observation 1e83061b-92de-4b0f-9253-9a19359ee684 · outbound

This paper cites Exphormer: Sparse Transformers for Graphs.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Exphormer: Sparse Transformers for Graphs

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:06.983433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.983433Z digest=sha256:a43f9462b8f6ee608f1e9ae4235d7fdbf35c62662bc872b447bf4f067d2c3079

Observation e3acb307-4a1b-41c5-ae82-007afe4b6c96 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:08.046424Z

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=pdf_text observed=2026-08-16T05:31:06.989330Z digest=sha256:8a6aade0868fe750070a3a1221a1a8d9322e6cf09ca22b06635142bf8e3f4201

Observation 770dbb82-cc0c-472b-9c58-c014f44e5a8d · outbound

This paper cites Graph Attention Networks.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Graph Attention Networks

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:06.994258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.994258Z digest=sha256:f7602b650f9b26772c4b6df41ba9de0388d502f0b8caa7221578f6daf7412211

Observation 43821740-3766-4081-b0ae-32f01fd4923b · outbound

This paper cites Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces

Reference 51

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unresolved
no resolver link, observed 2026-08-16T05:31:06.999275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.999275Z digest=sha256:ee7ff1857338f79a477887a756dcfbba6d9404eba7e66a1da9e568ce85bcd314

Observation e55e8c50-dcbf-46d7-b817-212dcdf3dbcb · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:07.985798Z

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=pdf_text observed=2026-08-16T05:31:07.004421Z digest=sha256:bdccb28eb55630fd52e08c5c3182a6888ed15d4042728fae57aa4f44e3b68694

Observation 65a36221-9d1f-46bc-9f65-0ec2a80ee50b · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:07.009526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:07.009526Z digest=sha256:4f689134446bce74466b47f0f9f552f69082ff460111d37deec79e942ee63b82

Observation 47307b6e-79a7-4483-9701-7e522bed30b1 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:07.888750Z

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=pdf_text observed=2026-08-16T05:31:07.021791Z digest=sha256:d5932e89f3a34161cec41fc272a149b73375f441f378416cbdaa1050b88a01c8

Observation 93d63237-7e0f-4cbe-b9fd-7f01206241fe · outbound

This paper cites How Powerful are Graph Neural Networks?.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer How Powerful are Graph Neural Networks?

Reference 55

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no resolver link, observed 2026-08-16T05:31:07.027674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:07.027674Z digest=sha256:68c5565807037a7e0ad8b05ec72b12bbbeed55e869981239b7e5d5a4f1fef35b

Observation 19bdc8bc-15d5-4165-9f48-e186a74e74cf · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:07.034557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:07.034557Z digest=sha256:3203b1d740615b7daf98d45ede6d58f512d48e472593a09ce6885ae294cb3efa

Observation 661a3003-5d06-4b51-8f66-fd39e87b17d6 · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:07.811543Z

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=pdf_text observed=2026-08-16T05:31:07.039930Z digest=sha256:d943000222b6ab51a4a658cf7843053032aeea9d8e53d2490902bacb232881f3

Observation 1dd579d1-e736-4e75-9c93-ca215e2e9d6e · outbound

This paper cites an unresolved cited work.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:31:07.779662Z

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=pdf_text observed=2026-08-16T05:31:07.044932Z digest=sha256:34e86c0877e913e71c536ca1808b6c080a333937fe7dedd017eb9816cd5a43af

Observation 06ac635f-b885-4ffe-ae83-fa539ee34d76 · outbound

This paper cites search direction,.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer search direction,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:31:07.682387Z

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=pdf_text observed=2026-08-16T05:31:07.049516Z digest=sha256:896a6475ab9e315fef5ed84201c5f1ab0eb1cffa07756501643deba5f380357b

Observation 47667764-0ffe-4b40-a129-2c580e574507 · outbound

This paper cites AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-16T05:31:06.893393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.893393Z digest=sha256:9786b1ca079ebc63bed70c0ddea1bdeb0b22c9be2ef36173b1b0881e3a95bf4e

Observation 66e980a7-1a5d-4ce2-8be5-65840ce1873e · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence (2022).

SFi-Former: Sparse Flow Induced Attention for Graph Transformer IEEE Transactions on Pattern Analysis and Machine Intelligence (2022)

Reference 2022

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unresolved
no resolver link, observed 2026-08-16T05:31:06.757795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:06.757795Z digest=sha256:94cc65c9ae7b779dc853cd76881faa99988a9db3f948a0ee080429d792ed6216

Observation 70520f2a-3d09-4c94-b517-fd5d7a944371 · outbound

This paper cites DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion.

SFi-Former: Sparse Flow Induced Attention for Graph Transformer DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion

Reference 2023

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unresolved
no resolver link, observed 2026-08-16T05:31:07.014985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:31:07.014985Z digest=sha256:2fb40719aa6dc3558e2c527bfe6894b84ed381f3f0e982bd9d613ce7625e52a5

Pith citing papers

No inbound Pith citation observations are available.