Paper Citation Record · LEDGER

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification

As of 12 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.15302.

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

pith.paper-citation-record.v1
2412.15302 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:03:12.213931Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

15 of 15 outbound references displayed

verified exact1
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f91a81d-4005-4bcd-bece-8d3acac500a4 · outbound

This paper cites If they are isomorphic, the limiting distribution of these two graphs must equal each other.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification If they are isomorphic, the limiting distribution of these two graphs must equal each other

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.351903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8aaa6a3f-5e28-4f12-8f2e-f7f326e10a05 · outbound

This paper cites Graph diameter is calculated using the method described in (Akiba, Iwata, and Kawata 2015).

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Graph diameter is calculated using the method described in (Akiba, Iwata, and Kawata 2015)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.310449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6d11c1ab-115c-4471-bf2e-0ae50052e006 · outbound

This paper cites Our experiments also verified this point: when the number of walks increased to a certain degree, the experimental results tended to be stable, and the model reached the fitting.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Our experiments also verified this point: when the number of walks increased to a certain degree, the experimental results tended to be stable, and the model reached the fitting

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.330755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f7eb2127-7164-4bbc-b7cc-d73da6f202f4 · outbound

This paper cites 2023)) for these benchmark datasets.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification 2023)) for these benchmark datasets

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.320169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e79fafd7-4747-490f-97e2-53e07a154f2e · outbound

This paper cites 2021), SAN (Kreuzer et al.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification 2021), SAN (Kreuzer et al

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.299703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12e8d3b2-7bb2-437c-9589-a7fed3428cf7 · outbound

This paper cites an unresolved cited work.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:03:12.340340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8445f724-ddc4-4f1f-b4f0-0c8baa39df3a · outbound

This paper cites In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.362951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cb6f9f18-95d5-46fb-9807-63568cc84bb8 · outbound

This paper cites In Ex- perimental Algorithms: 14th International Symposium, SEA 2015, Paris, France, June 29–July 1, 2015, Proceedings 14, 56–67.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification In Ex- perimental Algorithms: 14th International Symposium, SEA 2015, Paris, France, June 29–July 1, 2015, Proceedings 14, 56–67

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.395638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 945486f1-6704-4a18-bdf8-caee6b931694 · outbound

This paper cites Non-backtracking random walks and a weighted Ihara's theorem.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Non-backtracking random walks and a weighted Ihara's theorem

Reference 2016

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:03:12.269143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bb39407b-70e5-4faf-a979-c958feee0aa5 · outbound

This paper cites Decoupled Weight Decay Regularization.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Decoupled Weight Decay Regularization

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-11T12:03:12.182406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78306818-ce40-4c76-bdc1-6b1cce165f75 · outbound

This paper cites In Proceedings of the 2019 Con- ference of the North.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification In Proceedings of the 2019 Con- ference of the North

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.384609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0c46714d-a25f-47fd-8113-7f49bcafc45c · outbound

This paper cites Tackling Over-Smoothing for General Graph Convolutional Networks.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Tackling Over-Smoothing for General Graph Convolutional Networks

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T12:03:12.173842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e29ea5f-b32a-4f2d-b6c9-69e425070e42 · outbound

This paper cites Gophormer: Ego-Graph Transformer for Node Classification.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Gophormer: Ego-Graph Transformer for Node Classification

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T12:03:12.190374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 689e34da-57a1-4308-a138-1dc4a0c42ad0 · outbound

This paper cites In Proceedings of the ACM Web Con- ference 2022, 3248–3258.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification In Proceedings of the ACM Web Con- ference 2022, 3248–3258

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:03:12.373504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7e0faea1-c12c-46a9-b633-dc70469b9856 · outbound

This paper cites Graph Transformers for Large Graphs.

Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification Graph Transformers for Large Graphs

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T12:03:12.166010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.