Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:31:41.385656Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 1 inbound Pith citation observation for arXiv:2501.15257.
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 2026-08-10T14:31:41.385656Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-22T15:32:15.293888Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T15:34:57.769981Z
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0951e76c-7340-42d9-bcc7-8fa6ea00d7bc · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence GPT-4 Technical Report
Reference 1
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Observation dea3f5f5-78ed-4c6e-883b-42bb6e9afe19 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Gemini: A Family of Highly Capable Multimodal Models
Reference 2
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Observation 5e3a1717-7ac6-4ace-af92-567c881e4fc8 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Deepseek-inspired exploration of rl-based llms and synergy with wire- less networks: A survey,
Reference 3
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Reference 4
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Reference 5
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Reference 6
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Reference 7
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Reference 8
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Reference 9
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Federated learning for open banking,
Reference 10
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Reference 11
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Reference 12
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Observation f00302e7-59e0-4ec6-8724-bdd6f14b1479 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Explaining and harnessing adversarial examples,
Reference 13
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Observation af8f6fd5-0482-40d2-bb43-8730d8b7d9aa · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Fat: Federated adversarial training,
Reference 14
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Federated robustness propagation: sharing adversarial robustness in heterogeneous federated learning,
Reference 15
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Delving into the adversarial robustness of federated learning,
Reference 16
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Logit calibration and feature contrast for robust federated learning on non-iid data,
Reference 17
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Reference 18
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Towards robust federated learning via logits calibration on non-iid data,
Reference 19
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Fedccl: Federated dual-clustered feature contrast under domain heterogeneity,
Reference 20
Source-reported events for the cited work
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Observation 09451af3-dcec-45cc-a5d9-0572d0e2dce5 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Distilling the Knowledge in a Neural Network
Reference 21
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Observation cd00aaab-99c3-4986-8007-1ec901e9a9c1 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Knowledge distillation: A good teacher is patient and consistent,
Reference 22
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Adversarially robust distillation,
Reference 23
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Reference 24
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Boosting accuracy and robustness of student models via adaptive adversarial distillation,
Reference 25
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Observation 410eb0af-b642-4c26-b045-6e76bfb79822 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Adversarial training for free!,
Reference 26
Source-reported events for the cited work
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Observation 472b5f4d-e4ad-4818-91a3-9ba1d38c8664 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Recent advances in adversarial training for adversarial robustness,
Reference 27
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Reference 28
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Observation c8fe95f0-77c8-4dcb-83e3-6570ffa52499 · outbound
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Reference 29
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Continuous multivariate distributions,
Reference 30
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks,
Reference 31
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Observation de93d28c-b0c3-4a21-bc8c-975f28c81629 · outbound
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Reference 32
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Reference 33
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Observation c01f597e-81e2-482b-a226-a6aacc096498 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification
Reference 34
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Federated Learning with Personalization Layers
Reference 35
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Observation 06b947bf-58e4-4ec7-83be-5be60eac3ca5 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Fedproto: Federated prototype learning across heterogeneous clients,
Reference 36
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Reference 49
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Reference 54
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Reference 60
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Reference 61
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Reference 62
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Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Wide residual networks,
Reference 74
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Observation 13861747-f44d-44b3-9061-e64569326e8f · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Fixing Data Augmentation to Improve Adversarial Robustness
Reference 75
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Observation c2f56aa9-c813-4c0a-8a9f-7bad02011ad6 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 76
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Observation d3aac882-4e96-4a5e-af87-3333d16532c9 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Deep residual learning for image recognition,
Reference 77
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c93c6c07-9517-4a08-81d2-40fc0f398dd6 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Knowledge distillation: A survey,
Reference 78
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f24254b1-f2a1-452a-85ce-793361675b09 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Improving robustness using generated data,
Reference 79
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ffc67910-e366-4e0b-b1d5-55cf2795ed54 · outbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Revisiting residual networks for adversarial robustness,
Reference 80
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 364f04bd-e364-44cb-8386-ff03f789521c · inbound
A Survey on Foundation Models for Personalized Federated Intelligence Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence
Reference 45
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.