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Paper Citation Record · LEDGER

Fixed Aggregation Features Can Rival GNNs

As of 23 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2601.19449.

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

pith.paper-citation-record.v1
2601.19449 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:43:53.899520Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

26 of 26 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved24
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15b75065-6d77-4d57-9bd9-24e7324cca56 · outbound

This paper cites an unresolved cited work.

Fixed Aggregation Features Can Rival GNNs Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1de0641e-a4a2-4018-96aa-91791f767eaf · outbound

This paper cites Chen, J., Gao, K., Li, G., and He, K.

Fixed Aggregation Features Can Rival GNNs Chen, J., Gao, K., Li, G., and He, K

Reference 2

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source=pdf_text observed=2026-08-03T07:43:53.833154Z digest=sha256:134105d02004b739b03efc0a7faa758a79e308cbdf941fa233a1dc8b05c86e4d

Observation f4991bbd-fe86-43ff-85a3-758c6097f998 · outbound

This paper cites an unresolved cited work.

Fixed Aggregation Features Can Rival GNNs Unresolved cited work

Reference 3

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Unavailable: canonical work link unavailable.

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Observation 9c771f24-53b6-46c1-9647-3837fb1ce30b · outbound

This paper cites (2024) includes weight decay as a hyperparameter, there are no concrete ranges specified for it.

Fixed Aggregation Features Can Rival GNNs (2024) includes weight decay as a hyperparameter, there are no concrete ranges specified for it

Reference 4

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.894382Z digest=sha256:48c679e2b568d40c5d08dc3c7c9af57c46375d36f32dce8d4d2c16c46520586f

Observation f7725c70-8e8c-4207-863e-1b2f87820051 · outbound

This paper cites 16 Fixed Aggregation Features Can Rival GNNs Moreover, Luo et al.

Fixed Aggregation Features Can Rival GNNs 16 Fixed Aggregation Features Can Rival GNNs Moreover, Luo et al

Reference 5

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no resolver link, observed 2026-08-03T07:43:53.896974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.896974Z digest=sha256:efc3a63c4edaa472f27e4b27152cb8b53950b5cb622528e463e4da3198426e44

Observation 20fd570e-4045-4490-bde2-a88894e65a47 · outbound

This paper cites reservoir.

Fixed Aggregation Features Can Rival GNNs reservoir

Reference 6

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malformed identifier
no resolver link, observed 2026-08-03T07:43:53.899520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 601c30e9-adfb-428d-84b2-1898db1979c1 · outbound

This paper cites Lundberg, S.

Fixed Aggregation Features Can Rival GNNs Lundberg, S

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f5ae9f0-79d0-4e3f-9d60-2fa363640de8 · outbound

This paper cites ISBN 9781510860964.

Fixed Aggregation Features Can Rival GNNs ISBN 9781510860964

Reference 9

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no resolver link, observed 2026-08-03T07:43:53.853489Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.853489Z digest=sha256:671261cca3405f0d9a0e8e27945cdf90085e49e5cda304f855ecfc03e4568cfe

Observation 08ace800-1b70-44f8-bdad-205d173bf3f7 · outbound

This paper cites 10 Fixed Aggregation Features Can Rival GNNs Luo, Y ., Shi, L., and Wu, X.-M.

Fixed Aggregation Features Can Rival GNNs 10 Fixed Aggregation Features Can Rival GNNs Luo, Y ., Shi, L., and Wu, X.-M

Reference 10

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Observation c335fb73-932e-45e5-8e7c-611c86b53d84 · outbound

This paper cites Mustafa, N.

Fixed Aggregation Features Can Rival GNNs Mustafa, N

Reference 14

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no resolver link, observed 2026-08-03T07:43:53.866913Z

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source=pdf_text observed=2026-08-03T07:43:53.866913Z digest=sha256:e920121dd7f5a44a48b6fa85b5915f35422e1f90b8bd6c9f5e591f4544f319d8

Observation 561fa1ff-0a77-4c9a-affc-dc90191fbd91 · outbound

This paper cites Topping, J., Giovanni, F.

Fixed Aggregation Features Can Rival GNNs Topping, J., Giovanni, F

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.872379Z digest=sha256:f6ee50f244389035bf1a41bbc5712f00ebd44fdf6bc74b339b3da313e9ae93e0

Observation a5fe11a4-2b67-400b-bfc6-be3ccf36c287 · outbound

This paper cites Zhou, D., Kharlamov, E., and Kostylev, E.

Fixed Aggregation Features Can Rival GNNs Zhou, D., Kharlamov, E., and Kostylev, E

Reference 19

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Observation b41fad2b-5393-4383-9841-b3182b3320f0 · outbound

This paper cites Zhu, J., Yan, Y ., Zhao, L., Heimann, M., Akoglu, L., and Koutra, D.

Fixed Aggregation Features Can Rival GNNs Zhu, J., Yan, Y ., Zhao, L., Heimann, M., Akoglu, L., and Koutra, D

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.883628Z digest=sha256:7e479ac67227f71afd8aeb4190e4ad37283fbb864a8ef66e3834cbeecd1b3ba2

Observation 29a0def9-0ea0-44e8-b8ac-255e9e71c765 · outbound

This paper cites Mohtashami, A., Jaggi, M., and Stich, S.

Fixed Aggregation Features Can Rival GNNs Mohtashami, A., Jaggi, M., and Stich, S

Reference 21

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no resolver link, observed 2026-08-03T07:43:53.864290Z

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Unavailable: canonical work link unavailable.

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Observation d402ed37-55c6-46fb-bcf0-ea778893fc05 · outbound

This paper cites an unresolved cited work.

Fixed Aggregation Features Can Rival GNNs Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:43:53.889258Z digest=sha256:ce7b5969f7ccf04784b579da52567bbf1f89deb7d63b94fe269b0c0fe1e1d3f3

Observation 79b52de5-9740-43bd-9693-da81faaac63a · outbound

This paper cites URL https: //doi.org/10.1007/s10994-025-06865-3.

Fixed Aggregation Features Can Rival GNNs URL https: //doi.org/10.1007/s10994-025-06865-3

Reference 565

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-03T07:43:53.842053Z digest=sha256:b6cd8d57df6b769631e811f76154ca02773ee6e257fed90f8e536396f8d54917

Observation 1282ec0f-3e10-4d2c-b3bd-b3177002e708 · outbound

This paper cites Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks.

Fixed Aggregation Features Can Rival GNNs Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks

Reference 2000

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Observation f9a07525-57d5-4672-870b-409d872ae656 · outbound

This paper cites Kolmogorov, A.

Fixed Aggregation Features Can Rival GNNs Kolmogorov, A

Reference 2017

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no resolver link, observed 2026-08-03T07:43:53.844968Z

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Observation 90ba6923-911d-4c4c-8800-18940afe0e9a · outbound

This paper cites accepted as poster.

Fixed Aggregation Features Can Rival GNNs accepted as poster

Reference 2018

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Observation 4160b1ad-9681-43bd-a477-fb4f315b6902 · outbound

This paper cites Corso, G., Cavalleri, L., Beaini, D., Li`o, P., and Velickovic, P.

Fixed Aggregation Features Can Rival GNNs Corso, G., Cavalleri, L., Beaini, D., Li`o, P., and Velickovic, P

Reference 2021

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Observation e0c7a371-5147-4753-a776-660355b36816 · outbound

This paper cites Veliˇckovi´c, P., Cucurull, G., Casanova, A., Romero, A., Li`o, P., and Bengio, Y.

Fixed Aggregation Features Can Rival GNNs Veliˇckovi´c, P., Cucurull, G., Casanova, A., Romero, A., Li`o, P., and Bengio, Y

Reference 2022

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Observation 7a1c801a-528e-42ba-8b85-1032177c9ca8 · outbound

This paper cites Li, X., Zhu, R., Cheng, Y ., Shan, C., Luo, S., Li, D., and Qian, W.

Fixed Aggregation Features Can Rival GNNs Li, X., Zhu, R., Cheng, Y ., Shan, C., Luo, S., Li, D., and Qian, W

Reference 2023

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Observation 1502a9cb-99ed-426e-a52b-e3dd16347ad6 · outbound

This paper cites Kelesis, D., Fotakis, D., and Paliouras, G.

Fixed Aggregation Features Can Rival GNNs Kelesis, D., Fotakis, D., and Paliouras, G

Reference 2024

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Observation 261f20ca-fa9e-4614-8717-29dffb956fb4 · outbound

This paper cites Bl¨ocker, C., Rosvall, M., Scholtes, I., and West, J.

Fixed Aggregation Features Can Rival GNNs Bl¨ocker, C., Rosvall, M., Scholtes, I., and West, J

Reference 2025

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Observation 53f4032a-a8c2-442e-9b85-b418b6cdd92e · outbound

This paper cites php/aimagazine/article/view/2157.

Fixed Aggregation Features Can Rival GNNs php/aimagazine/article/view/2157

Reference 2157

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Observation 980f88fc-f141-42d9-b228-090104c86bad · outbound

This paper cites URL https://www.sciencedirect.com/ science/article/pii/S1877750322000990.

Fixed Aggregation Features Can Rival GNNs URL https://www.sciencedirect.com/ science/article/pii/S1877750322000990

Reference 7503

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Pith citing papers

No inbound Pith citation observations are available.