Paper Citation Record · LEDGER

A Comprehensive Data-centric Overview of Federated Graph Learning

As of 14 August 2026, this Paper Citation Record lists 100 of 224 outbound references and 3 inbound Pith citation observations for arXiv:2507.16541.

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

pith.paper-citation-record.v1
2507.16541 v1

Coverage vector

measured 100 of 224 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:11:15.043247Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:38:04.437923Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T07:42:30.430026Z

Reference resolution

100 of 224 outbound references displayed

verified exact7
verified fuzzy0
unresolved92
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4502d5d1-7831-444a-9631-355081cb24eb · outbound

This paper cites Beyond i.i.d.: Non-iid thinking, informatics, and learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Beyond i.i.d.: Non-iid thinking, informatics, and learning,

Reference 1

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Observation ad13d43c-9f75-4288-92f6-c6d18a7abb13 · outbound

This paper cites Highly accurate protein structure prediction with alphafold,.

A Comprehensive Data-centric Overview of Federated Graph Learning Highly accurate protein structure prediction with alphafold,

Reference 2

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Observation 2cc1f7c2-ccef-4ee3-8967-c775215075e7 · outbound

This paper cites Semi-supervised classification with graph convolutional networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Semi-supervised classification with graph convolutional networks,

Reference 3

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Observation f39ed59c-4232-4509-8354-07222d7eb492 · outbound

This paper cites Graph Attention Networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Graph Attention Networks,

Reference 4

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Observation ca574c65-2cb5-4030-b00b-a762754cf87f · outbound

This paper cites Data-centric graph learning: A survey,.

A Comprehensive Data-centric Overview of Federated Graph Learning Data-centric graph learning: A survey,

Reference 5

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Observation 09b6a2a4-8908-4571-9f4b-419e95b25776 · outbound

This paper cites Federatedscope-llm: A comprehensive package for fine-tuning large language models in federated learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federatedscope-llm: A comprehensive package for fine-tuning large language models in federated learning,

Reference 6

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Observation 7b99b20f-6279-46be-beda-86cb57c51887 · outbound

This paper cites A fast and high quality multilevel scheme for partitioning irregular graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning A fast and high quality multilevel scheme for partitioning irregular graphs,

Reference 7

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Observation f125f742-8da3-4464-b608-079150ba6d35 · outbound

This paper cites Fast unfolding of communities in large networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fast unfolding of communities in large networks,

Reference 8

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Observation 623eb9c2-09fe-4beb-9443-a58c327f595c · outbound

This paper cites AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity.

A Comprehensive Data-centric Overview of Federated Graph Learning AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity

Reference 9

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Observation 3e049b18-aefa-433a-b676-f04a11af8877 · outbound

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

A Comprehensive Data-centric Overview of Federated Graph Learning FedGTA: Topology-aware Averaging for Federated Graph Learning

Reference 10

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Observation a81a293e-e02c-4ee1-9949-43f04fa517d8 · outbound

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

A Comprehensive Data-centric Overview of Federated Graph Learning FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning

Reference 11

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Observation 74efeaa5-201c-483a-bc40-b5b1ac25d82b · outbound

This paper cites Semi-supervised classification with graph convolutional networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Semi-supervised classification with graph convolutional networks,

Reference 12

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Observation aee674c3-7978-4d72-af2c-eb4268f9e2cb · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

A Comprehensive Data-centric Overview of Federated Graph Learning Communication-efficient learning of deep networks from decentralized data,

Reference 13

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Observation 81fc0273-d9c0-4d38-b27c-db5ee5c0769e · outbound

This paper cites Inductive representation learning on large graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Inductive representation learning on large graphs,

Reference 14

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Observation 53ea15dd-dca6-4f96-99c5-3d6e93532c16 · outbound

This paper cites Graph neural networks: A review of methods and applications,.

A Comprehensive Data-centric Overview of Federated Graph Learning Graph neural networks: A review of methods and applications,

Reference 15

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Observation ce990083-9057-4e97-87cb-3b56a0462482 · outbound

This paper cites A comprehensive survey on graph neural networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning A comprehensive survey on graph neural networks,

Reference 16

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Observation 3af8de68-f74e-415c-8334-8d63a110170c · outbound

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

A Comprehensive Data-centric Overview of Federated Graph Learning Federated Graph Learning -- A Position Paper

Reference 17

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Observation 14eafe77-125d-4abf-9045-084cc9c053c3 · outbound

This paper cites Federated graph machine learning: A survey of concepts, techniques, and applications,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph machine learning: A survey of concepts, techniques, and applications,

Reference 18

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Observation 815dc383-1546-4420-b48f-8e89d5eda72d · outbound

This paper cites Federated graph neural networks: Overview, techniques, and challenges,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph neural networks: Overview, techniques, and challenges,

Reference 19

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Observation 68bb457d-a161-4fd3-a051-4ff5b2068e18 · outbound

This paper cites Semi-decentralized federated ego graph learning for recommendation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Semi-decentralized federated ego graph learning for recommendation,

Reference 20

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Observation 92fc2e32-dec9-4f4d-b677-1fd19ad59cd9 · outbound

This paper cites Link prediction based on graph neural networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Link prediction based on graph neural networks,

Reference 21

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Observation 4cee9c75-6d0c-4951-b871-a478d3d679da · outbound

This paper cites Graph convolutional networks with eigenpooling,.

A Comprehensive Data-centric Overview of Federated Graph Learning Graph convolutional networks with eigenpooling,

Reference 22

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Observation 307876bf-7d24-42cf-8c4b-17553d72deab · outbound

This paper cites Federated node classification over graphs with latent link-type heterogeneity,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated node classification over graphs with latent link-type heterogeneity,

Reference 23

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Observation a5a8b74f-f5ca-45b4-97a7-49aed6f41177 · outbound

This paper cites Dynamic activation of clients and parameters for federated learning over het- erogeneous graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Dynamic activation of clients and parameters for federated learning over het- erogeneous graphs,

Reference 24

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Observation 96928ce6-377d-4479-9b74-f28960879cd4 · outbound

This paper cites Federated heterogeneous graph neural network for privacy-preserving recommen- dation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated heterogeneous graph neural network for privacy-preserving recommen- dation,

Reference 25

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Observation d13e1344-6b7a-4297-bd02-1ef238d071da · outbound

This paper cites A survey on knowledge graphs: Representation, acquisition, and applications,.

A Comprehensive Data-centric Overview of Federated Graph Learning A survey on knowledge graphs: Representation, acquisition, and applications,

Reference 26

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Observation 6d7f247f-19a1-47b1-9eb7-211cc3dc6591 · outbound

This paper cites Knowledge graph embedding: A survey of approaches and applications,.

A Comprehensive Data-centric Overview of Federated Graph Learning Knowledge graph embedding: A survey of approaches and applications,

Reference 27

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Observation 368ff5e4-d138-4818-97a9-f80b7d51b6f3 · outbound

This paper cites Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting.

A Comprehensive Data-centric Overview of Federated Graph Learning Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting

Reference 28

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Observation 4914ffa2-322f-4d0c-bbb2-77cb2c9cd047 · outbound

This paper cites A federated graph to embedding approach for knowledge graph completion,.

A Comprehensive Data-centric Overview of Federated Graph Learning A federated graph to embedding approach for knowledge graph completion,

Reference 29

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Observation fee5ad86-fafe-48df-a842-1bb208cefced · outbound

This paper cites Knowledge graph and knowledge reasoning: A systematic review,.

A Comprehensive Data-centric Overview of Federated Graph Learning Knowledge graph and knowledge reasoning: A systematic review,

Reference 30

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Observation fb8883e4-4f32-4c96-9284-287b9d81fb22 · outbound

This paper cites Ensemble-gnn: federated ensemble learning with graph neural networks for disease module discovery and classification,.

A Comprehensive Data-centric Overview of Federated Graph Learning Ensemble-gnn: federated ensemble learning with graph neural networks for disease module discovery and classification,

Reference 32

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Observation d3ca3e15-2335-47fb-8556-14c4eb62c828 · outbound

This paper cites Enhancing federated learning-based social recommendations with graph attention networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Enhancing federated learning-based social recommendations with graph attention networks,

Reference 35

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Observation 60ea76c2-920a-487f-a8f4-92b2e4e715a5 · outbound

This paper cites Federated learning enabled graph convolutional autoencoder and factorization machine for potential friendship prediction in social networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated learning enabled graph convolutional autoencoder and factorization machine for potential friendship prediction in social networks,

Reference 36

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Observation fbe05941-51fc-44da-8071-7f1a6e63b23c · outbound

This paper cites Anti-money laundering in cryptocurrency via multi-relational graph neural network,.

A Comprehensive Data-centric Overview of Federated Graph Learning Anti-money laundering in cryptocurrency via multi-relational graph neural network,

Reference 37

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Observation 1ffb10df-d598-415e-9c8e-4e4380793586 · outbound

This paper cites Privacy-preserving graph convolution network for federated item recommendation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Privacy-preserving graph convolution network for federated item recommendation,

Reference 38

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Observation 57d78bdc-1611-47a9-9e25-e23a984de7b9 · outbound

This paper cites Fedego: privacy-preserving personalized federated graph learning with ego- graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedego: privacy-preserving personalized federated graph learning with ego- graphs,

Reference 39

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Observation 14985072-23f5-4d82-a155-1fa8119c6a4d · outbound

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

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph classification over non-iid graphs,

Reference 40

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Observation 9d697331-e5e4-49e3-a49d-55f6141ed88f · outbound

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

A Comprehensive Data-centric Overview of Federated Graph Learning Federated learning on non-iid graphs via structural knowledge sharing,

Reference 41

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Observation ca87698b-50cb-4203-b8d0-f1c032f290b3 · outbound

This paper cites FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference.

A Comprehensive Data-centric Overview of Federated Graph Learning FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference

Reference 42

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This paper cites Mitigating the performance sacrifice in dp-satisfied federated settings through graph contrastive learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Mitigating the performance sacrifice in dp-satisfied federated settings through graph contrastive learning,

Reference 43

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Observation ea81255b-ba9b-4a5a-a46e-3167e1710b78 · outbound

This paper cites Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning.

A Comprehensive Data-centric Overview of Federated Graph Learning Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning

Reference 44

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Observation 272d7b03-9222-4d90-9071-a0450ed11e3f · outbound

This paper cites Distributed backdoor attacks on federated graph learning and certified defenses,.

A Comprehensive Data-centric Overview of Federated Graph Learning Distributed backdoor attacks on federated graph learning and certified defenses,

Reference 45

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This paper cites Ni-gdba: Non-intrusive distributed backdoor attack based on adaptive perturbation on federated graph learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Ni-gdba: Non-intrusive distributed backdoor attack based on adaptive perturbation on federated graph learning,

Reference 46

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This paper cites FedGMark: Certifiably Robust Watermarking for Federated Graph Learning.

A Comprehensive Data-centric Overview of Federated Graph Learning FedGMark: Certifiably Robust Watermarking for Federated Graph Learning

Reference 47

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Observation ebd1c30f-f172-4865-a2ef-b8562650ede3 · outbound

This paper cites Fedgraph: Federated graph learning with intelligent sampling,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedgraph: Federated graph learning with intelligent sampling,

Reference 48

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This paper cites Fedgcn: Convergence- communication tradeoffs in federated training of graph convolutional 18 networks,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedgcn: Convergence- communication tradeoffs in federated training of graph convolutional 18 networks,

Reference 49

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Observation b6fbc3ce-69d0-4f9b-b038-74f8c2543251 · outbound

This paper cites Graphfl: A federated learning framework for semi-supervised node classification on graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Graphfl: A federated learning framework for semi-supervised node classification on graphs,

Reference 50

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This paper cites FedGL: Federated Graph Learning Framework with Global Self-Supervision.

A Comprehensive Data-centric Overview of Federated Graph Learning FedGL: Federated Graph Learning Framework with Global Self-Supervision

Reference 51

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This paper cites Personalized subgraph federated learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Personalized subgraph federated learning,

Reference 52

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

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph learning under domain shift with generalizable prototypes,

Reference 53

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This paper cites Federated graph semantic and structural learning.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph semantic and structural learning

Reference 54

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This paper cites Subgraph federated learning with missing neighbor generation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Subgraph federated learning with missing neighbor generation,

Reference 55

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This paper cites Deep efficient private neighbor generation for subgraph federated learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Deep efficient private neighbor generation for subgraph federated learning,

Reference 56

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This paper cites Model-heterogeneous federated graph learning with prototype propagation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Model-heterogeneous federated graph learning with prototype propagation,

Reference 57

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This paper cites Fedsg: A personalized subgraph federated learning framework on multiple non-iid graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedsg: A personalized subgraph federated learning framework on multiple non-iid graphs,

Reference 58

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Observation dd191eb3-a72f-47bd-9d92-741f9c44f17c · outbound

This paper cites Federated graph learning with structure proxy alignment,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph learning with structure proxy alignment,

Reference 59

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This paper cites Federated learning over coupled graphs,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated learning over coupled graphs,

Reference 60

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This paper cites Hifgl: A hierarchical framework for cross-silo cross-device federated graph learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Hifgl: A hierarchical framework for cross-silo cross-device federated graph learning,

Reference 61

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Observation f7321dd4-fcc2-408b-9fb0-97c493aa68af · outbound

This paper cites Modeling inter-intra heterogeneity for graph federated learning,.

A Comprehensive Data-centric Overview of Federated Graph Learning Modeling inter-intra heterogeneity for graph federated learning,

Reference 62

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This paper cites Federated graph condensation with information bottleneck principles,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated graph condensation with information bottleneck principles,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:14.854915Z

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This paper cites Locally Private Graph Neural Networks.

A Comprehensive Data-centric Overview of Federated Graph Learning Locally Private Graph Neural Networks

Reference 64

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Observation 279c73ad-ac6e-4460-8411-ce3c24e05f81 · outbound

This paper cites Fedwalk: Communication efficient federated unsupervised node embedding with differential privacy,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedwalk: Communication efficient federated unsupervised node embedding with differential privacy,

Reference 65

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This paper cites Lumos: Heterogeneity-aware federated graph learning over decentralized devices,.

A Comprehensive Data-centric Overview of Federated Graph Learning Lumos: Heterogeneity-aware federated graph learning over decentralized devices,

Reference 66

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This paper cites Federated node classification over distributed ego-networks with secure contrastive embedding sharing,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated node classification over distributed ego-networks with secure contrastive embedding sharing,

Reference 67

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This paper cites GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data.

A Comprehensive Data-centric Overview of Federated Graph Learning GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data

Reference 69

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A Comprehensive Data-centric Overview of Federated Graph Learning Svfgnn: A privacy-preserving vertical federated graph neural network model training framework based on split learning,

Reference 70

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A Comprehensive Data-centric Overview of Federated Graph Learning Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification

Reference 71

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A Comprehensive Data-centric Overview of Federated Graph Learning Embedding representation of academic heterogeneous information networks based on federated learning,

Reference 72

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A Comprehensive Data-centric Overview of Federated Graph Learning Federated heterogeneous graph neural network for privacy-preserving recommen- dation,

Reference 73

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedhgn: A federated framework for heterogeneous graph neural networks,

Reference 74

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A Comprehensive Data-centric Overview of Federated Graph Learning Self-simulation and meta-model aggregation based heterogeneous graph coupled federated learning,

Reference 75

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A Comprehensive Data-centric Overview of Federated Graph Learning Horizontal federated heterogeneous graph learning: A multi-scale adaptive solution to data distribution challenges,

Reference 76

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedhgn: a federated framework for heterogeneous graph neural networks,

Reference 77

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This paper cites FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation.

A Comprehensive Data-centric Overview of Federated Graph Learning FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation

Reference 78

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This paper cites Splitgnn: Spectral graph neural network for fraud detection against heterophily,.

A Comprehensive Data-centric Overview of Federated Graph Learning Splitgnn: Spectral graph neural network for fraud detection against heterophily,

Reference 79

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A Comprehensive Data-centric Overview of Federated Graph Learning Vertical federated graph neural network for rec- ommender system,

Reference 80

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A Comprehensive Data-centric Overview of Federated Graph Learning Meta-learning based knowledge extrapolation for knowledge graphs in the federated setting,

Reference 81

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A Comprehensive Data-centric Overview of Federated Graph Learning Federated knowledge graph completion via embedding-contrastive learning,

Reference 82

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedrule: Federated rule recommendation system with graph neural networks,

Reference 83

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedcomp: A federated learning compression framework for resource-constrained edge computing devices,

Reference 84

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedge: Break the scalability limitation of graph neural network with federated graph embedding,

Reference 85

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A Comprehensive Data-centric Overview of Federated Graph Learning Gfedkg: Gnn-based federated embedding model for knowledge graph completion,

Reference 86

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A Comprehensive Data-centric Overview of Federated Graph Learning Federated learning-based cross-enterprise recommendation with graph neural networks,

Reference 87

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedrkg: A privacy-preserving federated recommendation framework via knowledge graph enhance- ment,

Reference 88

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedkgrec: privacy- preserving federated knowledge graph aware recommender system,

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:14.977010Z

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A Comprehensive Data-centric Overview of Federated Graph Learning Fgc: Gcn-based federated learning approach for trust industrial service recommendation,

Reference 90

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This paper cites Fdrs: Federated diversified recommender system based on heterogeneous graph convolutional network,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fdrs: Federated diversified recommender system based on heterogeneous graph convolutional network,

Reference 91

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedfast: Going beyond average for faster training of federated recommender systems,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:14.991158Z

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A Comprehensive Data-centric Overview of Federated Graph Learning Fedrec: Federated recommen- dation with explicit feedback,

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:14.995913Z

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This paper cites Communication-efficient federated recommendation model based on many-objective evolutionary algorithm,.

A Comprehensive Data-centric Overview of Federated Graph Learning Communication-efficient federated recommendation model based on many-objective evolutionary algorithm,

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.000123Z

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A Comprehensive Data-centric Overview of Federated Graph Learning Edge- enabled federated sequential recommendation with knowledge-aware transformer,

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.004443Z

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This paper cites Fedpoirec: Privacy-preserving federated poi recommendation with social influence,.

A Comprehensive Data-centric Overview of Federated Graph Learning Fedpoirec: Privacy-preserving federated poi recommendation with social influence,

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.008673Z

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A Comprehensive Data-centric Overview of Federated Graph Learning Federated neural collaborative filtering,

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.013117Z

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This paper cites Federated learning based driver recommendation for next generation transportation system,.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated learning based driver recommendation for next generation transportation system,

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.017126Z

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This paper cites Personalized federated recommendation via joint representation learning, user clustering, and model adaptation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Personalized federated recommendation via joint representation learning, user clustering, and model adaptation,

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.021211Z

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This paper cites Gpfedrec: Graph-guided personalization for federated recommendation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Gpfedrec: Graph-guided personalization for federated recommendation,

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.025624Z

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This paper cites Perfedrec++: Enhancing personalized federated recommendation with self-supervised pre-training,.

A Comprehensive Data-centric Overview of Federated Graph Learning Perfedrec++: Enhancing personalized federated recommendation with self-supervised pre-training,

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.030118Z

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This paper cites Hetefedrec: Federated recommender systems with model heterogeneity,.

A Comprehensive Data-centric Overview of Federated Graph Learning Hetefedrec: Federated recommender systems with model heterogeneity,

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.034359Z

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This paper cites Towards personalized privacy: User-governed data contribution for federated recommendation,.

A Comprehensive Data-centric Overview of Federated Graph Learning Towards personalized privacy: User-governed data contribution for federated recommendation,

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.038834Z

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This paper cites Federated Graph Learning for Cross-Domain Recommendation.

A Comprehensive Data-centric Overview of Federated Graph Learning Federated Graph Learning for Cross-Domain Recommendation

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:15.043247Z

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Pith citing papers

Observation 696eb033-a292-4681-adaf-7096f0e8b46c · inbound

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

STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning A Comprehensive Data-centric Overview of Federated Graph Learning

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:42:30.432959Z

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MMFGU: Multimodal Federated Graph Unlearning A Comprehensive Data-centric Overview of Federated Graph Learning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T00:40:03.206406Z

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

Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity A Comprehensive Data-centric Overview of Federated Graph Learning

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-05T00:38:04.437923Z

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