Paper Citation Record · LEDGER

Fixed Aggregation Features Can Rival GNNs

As of 9 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 2026-08-09T06:31:02.800959+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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.886738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.833154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.891861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.894382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites reservoir.

Fixed Aggregation Features Can Rival GNNs reservoir

Reference 6

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Lundberg, S.

Fixed Aggregation Features Can Rival GNNs Lundberg, S

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.850724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites ISBN 9781510860964.

Fixed Aggregation Features Can Rival GNNs ISBN 9781510860964

Reference 9

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.856190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Mustafa, N.

Fixed Aggregation Features Can Rival GNNs Mustafa, N

Reference 14

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.872379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.880958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.883628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.889258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; doi, observed 2026-08-03T07:48:24.401134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.861189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Kolmogorov, A.

Fixed Aggregation Features Can Rival GNNs Kolmogorov, A

Reference 2017

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites accepted as poster.

Fixed Aggregation Features Can Rival GNNs accepted as poster

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.878161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.835994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.875105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.847799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.839165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.829648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.869812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T07:43:53.858687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.