Paper Citation Record · LEDGER

S2FGL: Spatial Spectral Federated Graph Learning

As of 7 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 3 inbound Pith citation observations for arXiv:2507.02409.

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

pith.paper-citation-record.v1
2507.02409 v4

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:35:26.599174Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:38:04.283607Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:57:29.089655Z

Reference resolution

77 of 77 outbound references displayed

verified exact4
verified fuzzy56
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 565e0531-5459-4e90-9dde-aaaac5e57dc0 · outbound

This paper cites write newline.

S2FGL: Spatial Spectral Federated Graph Learning write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:24.008226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 691e70f5-bc94-463e-a11e-095c910737fe · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:29.548685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07c4fef4-89b0-4854-911b-e54758b26195 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:29.537051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fbe7ebf0-0768-4961-bd18-0ea0d6aed06b · outbound

This paper cites A critical look at the evaluation of GNNs under heterophily: Are we really making progress?.

S2FGL: Spatial Spectral Federated Graph Learning A critical look at the evaluation of GNNs under heterophily: Are we really making progress?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:24.218949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb7b5ba-ec00-4128-934e-992543e12175 · outbound

This paper cites Graph contrastive learning with stable and scalable spectral encoding.

S2FGL: Spatial Spectral Federated Graph Learning Graph contrastive learning with stable and scalable spectral encoding

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.526893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 32174239-559f-4121-9c59-b495a34f03db · outbound

This paper cites Specformer: Spectral Graph Neural Networks Meet Transformers.

S2FGL: Spatial Spectral Federated Graph Learning Specformer: Spectral Graph Neural Networks Meet Transformers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:24.351178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51d9f0d-2769-4f2c-93f2-c64408de7bcd · outbound

This paper cites and Chao, W.-L.

S2FGL: Spatial Spectral Federated Graph Learning and Chao, W.-L

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.516068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 35b7cac5-4fb6-42e2-a038-b8cda4bbaa0d · outbound

This paper cites Fede: Embedding knowledge graphs in federated setting.

S2FGL: Spatial Spectral Federated Graph Learning Fede: Embedding knowledge graphs in federated setting

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.507093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0a6c5d03-4948-4617-92df-276bccae592b · outbound

This paper cites Fair federated learning under domain skew with local consistency and domain diversity.

S2FGL: Spatial Spectral Federated Graph Learning Fair federated learning under domain skew with local consistency and domain diversity

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.497019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 76367d51-468f-480b-87c2-b0eee83eb44d · outbound

This paper cites Learning to extract symbolic knowledge from the world wide web.

S2FGL: Spatial Spectral Federated Graph Learning Learning to extract symbolic knowledge from the world wide web

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.487576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2c126d05-2301-4dcd-976e-9376e4483dc9 · outbound

This paper cites Convolutional neural networks on graphs with fast localized spectral filtering.

S2FGL: Spatial Spectral Federated Graph Learning Convolutional neural networks on graphs with fast localized spectral filtering

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.477592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bdd133bd-a516-4c80-89b0-c7da124f45cd · outbound

This paper cites H., Yan, S., He, C., Ferrara, E., and Avestimehr, A.

S2FGL: Spatial Spectral Federated Graph Learning H., Yan, S., He, C., Ferrara, E., and Avestimehr, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.466149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3df6cf76-54d2-4007-8025-0cc1cfbf3ad9 · outbound

This paper cites A graph neural network framework for social recommendations.

S2FGL: Spatial Spectral Federated Graph Learning A graph neural network framework for social recommendations

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.456030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88a9029b-2d91-4ddf-85ab-6b5e1073772d · outbound

This paper cites and Ye, M.

S2FGL: Spatial Spectral Federated Graph Learning and Ye, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.445215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 554cd0d8-182e-4673-8b37-99fe5d4a4370 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:29.435563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ee5a7a2-c64e-4bf1-8036-fecec7854b9b · outbound

This paper cites Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications.

S2FGL: Spatial Spectral Federated Graph Learning Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:35:26.895727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7d4521d2-6517-4d5a-a838-6736cdc4f707 · outbound

This paper cites Addressing heterophily in graph anomaly detection: A perspective of graph spectrum.

S2FGL: Spatial Spectral Federated Graph Learning Addressing heterophily in graph anomaly detection: A perspective of graph spectrum

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.424824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3e7078e0-8a48-479a-b1fb-2a78a9767bae · outbound

This paper cites L., Bollacker, K.

S2FGL: Spatial Spectral Federated Graph Learning L., Bollacker, K

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.413611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dd2ddf10-46bb-4590-b68d-845592dce056 · outbound

This paper cites Structural fairness-aware active learning for graph neural networks.

S2FGL: Spatial Spectral Federated Graph Learning Structural fairness-aware active learning for graph neural networks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.401585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 031a5856-5b34-4544-a956-6b4c70a9cf2a · outbound

This paper cites S., Rong, Y., et al.

S2FGL: Spatial Spectral Federated Graph Learning S., Rong, Y., et al

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.388451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 32813c75-06bc-48d1-9333-ef63711d1365 · outbound

This paper cites Bernnet: Learning arbitrary graph spectral filters via bernstein approximation.

S2FGL: Spatial Spectral Federated Graph Learning Bernnet: Learning arbitrary graph spectral filters via bernstein approximation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.375824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d85c0169-b83f-4836-81ae-3cdee35415e2 · outbound

This paper cites Convolutional neural networks on graphs with chebyshev approximation, revisited.

S2FGL: Spatial Spectral Federated Graph Learning Convolutional neural networks on graphs with chebyshev approximation, revisited

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.364171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 51a7f3b5-03c1-4c93-b9c8-75540abbcffd · outbound

This paper cites Federated robustness propagation: sharing adversarial robustness in heterogeneous federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Federated robustness propagation: sharing adversarial robustness in heterogeneous federated learning

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.353387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6e2f13ff-7dd9-41cd-9fc2-9c6d1fa51e88 · outbound

This paper cites Is aggregation the only choice? federated learning via layer-wise model recombination.

S2FGL: Spatial Spectral Federated Graph Learning Is aggregation the only choice? federated learning via layer-wise model recombination

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.342769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 064a0f92-127a-43fa-8e5e-1a5826be6ba8 · outbound

This paper cites Learn from others and be yourself in heterogeneous federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Learn from others and be yourself in heterogeneous federated learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.332701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07fbeedb-f386-404f-a99e-02ac505e0be6 · outbound

This paper cites Federated graph semantic and structural learning.

S2FGL: Spatial Spectral Federated Graph Learning Federated graph semantic and structural learning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.322116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4f350c19-09fe-4322-be63-989d350b92bb · outbound

This paper cites Generalizable heterogeneous federated cross-correlation and instance similarity learning.

S2FGL: Spatial Spectral Federated Graph Learning Generalizable heterogeneous federated cross-correlation and instance similarity learning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.310774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ced25853-4a92-4d3a-b355-97e21914888c · outbound

This paper cites Rethinking federated learning with domain shift: A prototype view.

S2FGL: Spatial Spectral Federated Graph Learning Rethinking federated learning with domain shift: A prototype view

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.299635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 132b063f-b7e1-43da-9b77-2187e7e30ada · outbound

This paper cites A federated learning for generalization, robustness, fairness: A survey and benchmark.

S2FGL: Spatial Spectral Federated Graph Learning A federated learning for generalization, robustness, fairness: A survey and benchmark

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.286749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0acfdd03-53df-4fab-bf8f-ca1b5df8748f · outbound

This paper cites P., Kale, S., Mohri, M., Reddi, S.

S2FGL: Spatial Spectral Federated Graph Learning P., Kale, S., Mohri, M., Reddi, S

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.247319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4eed8ffd-f19f-46c8-89db-348ae1102d7f · outbound

This paper cites Rethinking graph transformers with spectral attention.

S2FGL: Spatial Spectral Federated Graph Learning Rethinking graph transformers with spectral attention

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.173240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 184b9b5a-8c26-4552-ad9e-c81c8265fa87 · outbound

This paper cites Preservation of the global knowledge by not-true distillation in federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Preservation of the global knowledge by not-true distillation in federated learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.119255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8202e162-f645-4248-9cfd-a30b356f0951 · outbound

This paper cites K., Zaheer, M., Sanjabi, M., Talwalkar, A., and Smith, V.

S2FGL: Spatial Spectral Federated Graph Learning K., Zaheer, M., Sanjabi, M., Talwalkar, A., and Smith, V

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:29.063936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f36ee99a-a506-457c-b26b-49f8fa1e893d · outbound

This paper cites FedGTA: Topology-aware Averaging for Federated Graph Learning.

S2FGL: Spatial Spectral Federated Graph Learning FedGTA: Topology-aware Averaging for Federated Graph Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:26.453342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ce74048-e8ec-4673-a379-51e9578c068c · outbound

This paper cites Fedphp: Federated personalization with inherited private models.

S2FGL: Spatial Spectral Federated Graph Learning Fedphp: Federated personalization with inherited private models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.994200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d7dfbbe3-e30e-41b9-b49d-5efa0ed80f4f · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:28.944640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 41fc0211-eae3-4aaf-aaad-b6ca7e89fb6b · outbound

This paper cites Revisiting graph contrastive learning from the perspective of graph spectrum.

S2FGL: Spatial Spectral Federated Graph Learning Revisiting graph contrastive learning from the perspective of graph spectrum

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.901862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 789c39a6-d005-4471-9a17-967c3e18ff65 · outbound

This paper cites Federated Graph Neural Networks: Overview, Techniques and Challenges.

S2FGL: Spatial Spectral Federated Graph Learning Federated Graph Neural Networks: Overview, Techniques and Challenges

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:35:26.804876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c09e3ffa-6ce0-4d12-9979-9bbf80cde2c9 · outbound

This paper cites Graph Distillation with Eigenbasis Matching.

S2FGL: Spatial Spectral Federated Graph Learning Graph Distillation with Eigenbasis Matching

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:26.468192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d7d3f14-3f10-400f-899f-2ac7f403512c · outbound

This paper cites A Review of Graph Neural Networks in Epidemic Modeling.

S2FGL: Spatial Spectral Federated Graph Learning A Review of Graph Neural Networks in Epidemic Modeling

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:35:26.724480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb7a7d5a-c10f-4abe-b81f-1b1f784d86be · outbound

This paper cites Revisiting heterophily for graph neural networks.

S2FGL: Spatial Spectral Federated Graph Learning Revisiting heterophily for graph neural networks

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.865190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5da58c4-2c74-4afe-99c0-3d4cb61cd4e3 · outbound

This paper cites Personalized Federated Learning on Heterogeneous and Long-Tailed Data via Expert Collaborative Learning.

S2FGL: Spatial Spectral Federated Graph Learning Personalized Federated Learning on Heterogeneous and Long-Tailed Data via Expert Collaborative Learning

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:35:26.658413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 96b21d01-ce10-43e5-a28b-b82ab31e3140 · outbound

This paper cites K., Nigam, K., Rennie, J., and Seymore, K.

S2FGL: Spatial Spectral Federated Graph Learning K., Nigam, K., Rennie, J., and Seymore, K

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.838357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4f6d9884-c930-4c7b-a173-aa61ca677bb0 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:28.801851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1b2758f0-973f-48c6-b18e-acd7bab4ba23 · outbound

This paper cites Fairness in federated learning via core-stability.

S2FGL: Spatial Spectral Federated Graph Learning Fairness in federated learning via core-stability

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.776915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8dc2c8d1-eef3-4c13-b9e4-dacec72d69b0 · outbound

This paper cites Collective classification in network data.

S2FGL: Spatial Spectral Federated Graph Learning Collective classification in network data

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.751085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c18e0a2f-dcf0-47fc-a78c-ff93d2cafcb7 · outbound

This paper cites Federated learning on heterogeneous and long-tailed data via classifier re-training with federated features.

S2FGL: Spatial Spectral Federated Graph Learning Federated learning on heterogeneous and long-tailed data via classifier re-training with federated features

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.694399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 000f76e5-6ffb-46f8-8859-6d123499f485 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:28.634119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7a2ff015-3926-41ea-bf33-fbafedc56f2b · outbound

This paper cites Federated learning on non-iid graphs via structural knowledge sharing.

S2FGL: Spatial Spectral Federated Graph Learning Federated learning on non-iid graphs via structural knowledge sharing

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.571201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e82963ae-73cb-41b3-a652-c3e5e886a8f1 · outbound

This paper cites Fedssp: Federated graph learning with spectral knowledge and personalized preference.

S2FGL: Spatial Spectral Federated Graph Learning Fedssp: Federated graph learning with spectral knowledge and personalized preference

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.500023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ba906bc9-45ad-44a8-af52-42280fedfba5 · outbound

This paper cites Fedspa: Generalizable federated graph learning under homophily heterogeneity.

S2FGL: Spatial Spectral Federated Graph Learning Fedspa: Generalizable federated graph learning under homophily heterogeneity

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.454050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0e3e5dae-5247-41da-ab82-7fd36b25e186 · outbound

This paper cites Rethinking graph neural networks for anomaly detection.

S2FGL: Spatial Spectral Federated Graph Learning Rethinking graph neural networks for anomaly detection

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.429046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a54b4b3d-7dfd-40c2-80bf-81c0732ee3d1 · outbound

This paper cites Federated graph learning under domain shift with generalizable prototypes.

S2FGL: Spatial Spectral Federated Graph Learning Federated graph learning under domain shift with generalizable prototypes

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.381154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 672322b1-2acf-4e00-9d45-2b988aa0aefa · outbound

This paper cites V., and Ye, M.

S2FGL: Spatial Spectral Federated Graph Learning V., and Ye, M

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.346711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cc7ec23e-529f-4b11-915f-38a11fb493a4 · outbound

This paper cites Rethink graphode generalization within coupled dynamical system.

S2FGL: Spatial Spectral Federated Graph Learning Rethink graphode generalization within coupled dynamical system

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.298608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6b76cc1a-e603-4a4c-ab1a-1ca1853073e9 · outbound

This paper cites Energy-based backdoor defense against federated graph learning.

S2FGL: Spatial Spectral Federated Graph Learning Energy-based backdoor defense against federated graph learning

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.249884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 28a3877c-6973-4b4e-85c5-5f9f8f9675aa · outbound

This paper cites A semi-supervised graph attentive network for financial fraud detection.

S2FGL: Spatial Spectral Federated Graph Learning A semi-supervised graph attentive network for financial fraud detection

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.183226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 51a41366-63f1-448a-9142-719070470b3d · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:28.110106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 95457f74-b056-4bd9-9692-1fffd126d15d · outbound

This paper cites and Zhang, M.

S2FGL: Spatial Spectral Federated Graph Learning and Zhang, M

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:28.038663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1ef3175d-325e-4455-80bc-4c70349bcbea · outbound

This paper cites Bold but cautious: Unlocking the potential of personalized federated learning through cautiously aggressive collaboration.

S2FGL: Spatial Spectral Federated Graph Learning Bold but cautious: Unlocking the potential of personalized federated learning through cautiously aggressive collaboration

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.978739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c7337b5f-a9a7-4f9e-88a4-d60a3bc17be3 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:27.917256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1076b00b-106d-4f1b-888e-0372ce9f0fe2 · outbound

This paper cites Federated graph classification over non-iid graphs.

S2FGL: Spatial Spectral Federated Graph Learning Federated graph classification over non-iid graphs

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.856889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9f7ba9c9-09bf-4e08-93a6-115dd6fb9eda · outbound

This paper cites Asynchronous federated learning on heterogeneous devices: A survey.

S2FGL: Spatial Spectral Federated Graph Learning Asynchronous federated learning on heterogeneous devices: A survey

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.803083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1eae484d-e43a-4efb-9191-0ab6317ab3d3 · outbound

This paper cites Q., and Chong, K.

S2FGL: Spatial Spectral Federated Graph Learning Q., and Chong, K

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.753733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 680ec0b3-b1ce-4c47-86a9-75232d4249ff · outbound

This paper cites Dynamic personalized federated learning with adaptive differential privacy.

S2FGL: Spatial Spectral Federated Graph Learning Dynamic personalized federated learning with adaptive differential privacy

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.682666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d7df0eb-9a7a-4b21-85f8-7859a8e69b82 · outbound

This paper cites Federated Graph Learning -- A Position Paper.

S2FGL: Spatial Spectral Federated Graph Learning Federated Graph Learning -- A Position Paper

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:26.556428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 356177cc-a173-40c9-84a5-f0001d78d2db · outbound

This paper cites Federated learning with label distribution skew via logits calibration.

S2FGL: Spatial Spectral Federated Graph Learning Federated learning with label distribution skew via logits calibration

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.608908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a193fe1f-a941-4b0a-8523-45f1ac7eab31 · outbound

This paper cites Eliminating domain bias for federated learning in representation space.

S2FGL: Spatial Spectral Federated Graph Learning Eliminating domain bias for federated learning in representation space

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.538283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2f178ba0-6194-4d60-be7e-c0701890369b · outbound

This paper cites Gpfl: Simultaneously learning global and personalized feature information for personalized federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Gpfl: Simultaneously learning global and personalized feature information for personalized federated learning

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.474690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 41507ca0-695a-4f53-8460-b743418acf91 · outbound

This paper cites Fedala: Adaptive local aggregation for personalized federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Fedala: Adaptive local aggregation for personalized federated learning

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.400089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 728af7f3-796e-4293-817e-79e7d1fd1a47 · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:27.324182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 351861ab-a413-45ba-9372-a1ad114b9c19 · outbound

This paper cites Timelyfl: Heterogeneity-aware asynchronous federated learning with adaptive partial training.

S2FGL: Spatial Spectral Federated Graph Learning Timelyfl: Heterogeneity-aware asynchronous federated learning with adaptive partial training

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.253772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4860d5b1-3595-469a-b442-da1c0a44d178 · outbound

This paper cites Improving social network embedding via new second-order continuous graph neural networks.

S2FGL: Spatial Spectral Federated Graph Learning Improving social network embedding via new second-order continuous graph neural networks

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.178769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b5665b09-1eb6-4588-b22c-8a2d967d5498 · outbound

This paper cites and Konukoglu, E.

S2FGL: Spatial Spectral Federated Graph Learning and Konukoglu, E

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:27.105913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 786c9b5a-cfbc-4f44-9590-d829a9df55bc · outbound

This paper cites an unresolved cited work.

S2FGL: Spatial Spectral Federated Graph Learning Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:35:27.032553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a82e58d2-3c03-40b5-8116-38f1ecfa67b2 · outbound

This paper cites FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning.

S2FGL: Spatial Spectral Federated Graph Learning FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:26.594537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0147d44d-d29c-4edf-8c8c-ef0567ffd9ba · outbound

This paper cites Data-free knowledge distillation for heterogeneous federated learning.

S2FGL: Spatial Spectral Federated Graph Learning Data-free knowledge distillation for heterogeneous federated learning

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:35:26.968302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation b4fbf669-8c7d-46d4-8f36-648754ad6a88 · inbound

STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning cites this paper.

STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning S2FGL: Spatial Spectral Federated Graph Learning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:42:30.427486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8227e9d2-f7e5-4b89-9fe1-97a1f3b23bae · inbound

PRISM: Topology-Aware Cross-Modal Imputation for Modality-Deficient Federated Graph Learning cites this paper.

PRISM: Topology-Aware Cross-Modal Imputation for Modality-Deficient Federated Graph Learning S2FGL: Spatial Spectral Federated Graph Learning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:57:29.091012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3637eb29-7f3f-4ca1-a981-3ecfbf9ecb9c · inbound

Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity cites this paper.

Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity S2FGL: Spatial Spectral Federated Graph Learning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T00:38:04.283607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.