Paper Citation Record · LEDGER

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2607.04218.

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

pith.paper-citation-record.v1
2607.04218 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T20:53:22.295575Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T20:53:22.295575Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a959b13c-a198-454a-a037-3aa44c9466ca · outbound

This paper cites Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2fdbd6b-f7b3-41b6-b98d-e730a9b58ec2 · outbound

This paper cites Each clientkholds a local datasetD k of sizeD k with samples {sk i }Dk i=1.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Each clientkholds a local datasetD k of sizeD k with samples {sk i }Dk i=1

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

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Observation 4a63a2cb-a441-4986-b2fa-f2722ed78e3c · outbound

This paper cites We define the degree of data heterogeneity asΓ≜F ∗ − 1 N PN k=1 f ∗ k , wheref ∗ k ≜ minθ fk(θ),and letδ t ≜E ∥θt −θ ∗∥2.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks We define the degree of data heterogeneity asΓ≜F ∗ − 1 N PN k=1 f ∗ k , wheref ∗ k ≜ minθ fk(θ),and letδ t ≜E ∥θt −θ ∗∥2

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86c4e7c1-6904-442b-aaa5-e99f22a2d9a8 · outbound

This paper cites Datasets and Model:We conduct experiments on the CIFAR-10 and CIFAR-100 [18] datasets using a custom- built CNN with three convolutional and two fully connected layers.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Datasets and Model:We conduct experiments on the CIFAR-10 and CIFAR-100 [18] datasets using a custom- built CNN with three convolutional and two fully connected layers

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 627576d3-3abc-4899-bcb3-24b8d29b6387 · outbound

This paper cites an unresolved cited work.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13c8d852-5059-4111-84aa-532bf4dfb8d8 · outbound

This paper cites 6g internet of things: A comprehensive survey,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks 6g internet of things: A comprehensive survey,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f39ac8c-01ee-46d0-8a4c-e8d6038fb720 · outbound

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

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Communication-efficient learning of deep networks from decentralized data,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 645f4c88-3ff1-4a55-97e3-92d42571df5c · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks On the Convergence of FedAvg on Non-IID Data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e79c9e5b-9e1a-41b3-9e93-b8442fbe1dfd · outbound

This paper cites Communication-efficient and privacy-aware dis- tributed learning,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Communication-efficient and privacy-aware dis- tributed learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c9e0e7-5c9a-432f-a1e1-e369a726cfed · outbound

This paper cites Federated learning via over-the-air computation,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Federated learning via over-the-air computation,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e4e2e3-7775-4a2f-9a7c-b637666afb7d · outbound

This paper cites Over-the-air federated learning from heteroge- neous data,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Over-the-air federated learning from heteroge- neous data,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3eb9865-1f98-496e-b4a8-0db036750a4b · outbound

This paper cites Straggler-aware distributed learning: Communication– computation latency trade-off,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Straggler-aware distributed learning: Communication– computation latency trade-off,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4262a7b9-174e-46f2-a109-e46403f5b600 · outbound

This paper cites Over the air federated learning in the presence of im- pulsive noise,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Over the air federated learning in the presence of im- pulsive noise,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98c42f7a-78dc-48fa-8c71-e2e7b6cf5932 · outbound

This paper cites Robust over-the-air federated learning in heteroge- neous networks,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Robust over-the-air federated learning in heteroge- neous networks,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2074c0-614b-4af1-bf26-8dfed06cdb13 · outbound

This paper cites Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 387e5d65-304e-4651-ac27-1f83a33f4c15 · outbound

This paper cites On analog gradient de- scent learning over multiple access fading channels,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks On analog gradient de- scent learning over multiple access fading channels,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9665ee07-8dbc-4227-8f80-554062b8b45b · outbound

This paper cites Charles: Channel-quality-adaptive over- the-air federated learning over wireless networks,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Charles: Channel-quality-adaptive over- the-air federated learning over wireless networks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f75429b-ac44-47f8-a83a-c8d589db410a · outbound

This paper cites Adaptive federated learning over the air,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Adaptive federated learning over the air,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d90fe6e7-bcb7-45a4-837a-3713d3a78e03 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Federated optimization in heterogeneous networks,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6631e28-c85e-4701-889d-5d39d30e9ad5 · outbound

This paper cites Tackling the objective inconsistency problem in heterogeneous federated optimization,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Tackling the objective inconsistency problem in heterogeneous federated optimization,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e99fc26-0b0d-423d-aa5f-9aeaabd5bf20 · outbound

This paper cites Scaffold: Stochastic controlled averaging for federated learning,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Scaffold: Stochastic controlled averaging for federated learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffb1084-faeb-4f4b-a1a4-b4c111ece4ef · outbound

This paper cites Over-the-air federated learning with joint adaptive computation and power control,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Over-the-air federated learning with joint adaptive computation and power control,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79467997-9827-4a43-8563-17ed03861c56 · outbound

This paper cites Learning multiple layers of features from tiny images,.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Learning multiple layers of features from tiny images,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bad6f83-c75b-4567-91cc-ddc87593cba5 · outbound

This paper cites an unresolved cited work.

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-11T20:53:22.295575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a959b13c-a198-454a-a037-3aa44c9466ca · inbound