Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T12:21:08.084304Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2411.17296.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T12:21:08.084304Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
17 of 17 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6715a87d-9e8b-4de2-a1e8-14fdb3f4095e · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers KAN: Kolmogorov-Arnold Networks
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f631e7-7c17-4ca1-8f43-608f6e3b76f7 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers However, polynomial filter of BernNet is difficult to fit these filters, especially other complex filters beyond low-pass and high-pass filters
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 017a99ab-fed2-480d-8993-920d81c1c4f4 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Pitfalls of Graph Neural Network Evaluation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b87c7f13-8290-4319-b768-71d8edb44c84 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Graph convolutional networks using heat kernel for semi- supervised learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7969e504-e3e4-4c7d-b533-7a3ac9f64220 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Graph-Bert: Only Attention is Needed for Learning Graph Representations
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8052e20e-b5ed-4275-885a-267597b11e7c · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers EXPERIMENTAL DETAILS A.1
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f5d62347-1cb6-4367-abff-08e61a13e9a4 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers For other datasets, we run the experiments ten times, each with a different random split
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1b2f2440-de33-4137-b8f8-7efce99da15e · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers As a result, GrokFormer learns to adaptively use a larger K to capture a broader range of frequency components, rather than restricting itself to a small K
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4d93eb73-8290-46bd-a4b7-3d0dae69c190 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation df52c5c7-6a0e-4a7c-938d-dba46ac6f0ba · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers ai and bi are learnable parameters
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3084986c-5095-49c3-a10c-b3f5cf1004d6 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Residual Gated Graph ConvNets
Reference 2005
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd94045e-83e2-4725-9300-e0f03dfa5cf8 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers We run the experiments with 2,000 epochs and stop the training in advance if the validation loss does not continuously decrease for 200 epochs
Reference 2015
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6db51c52-6fdd-4db2-824e-753947feadd1 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Enhancing Graph Collaborative Filtering with FourierKAN Feature Transformation
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd60c87b-7ef1-4cec-a49b-885428c78053 · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers D., Kramer, S., and Helma, C
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3b79fd7f-1752-4135-b2c5-4cbc29f423ad · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers A Generalization of Transformer Networks to Graphs
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5a3b494-4f3d-4c38-a17c-6c88ac37b83a · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers SignGT: Signed Attention-based Graph Transformer for Graph Representation Learning
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a7107f1-e615-43eb-b8d3-3225f9a11b8a · outbound
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Molecule Attention Transformer
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.