Paper Citation Record · LEDGER

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization

As of 20 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.01426.

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

pith.paper-citation-record.v1
2608.01426 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:16:54.191012Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact3
verified fuzzy31
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33374f0f-c691-465c-aeb9-3f4162326e91 · outbound

This paper cites Update estimation and scheduling for over-the-air federated learning with energy harvesting devices,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Update estimation and scheduling for over-the-air federated learning with energy harvesting devices,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.625359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e7afc09-e7cd-4a33-8cb6-9c34fd8e1398 · outbound

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

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Communication-efficient learning of deep networks from decentralized data,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.616479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 65da8cac-1cf2-46f3-a734-73017ba3e243 · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated Learning: Strategies for Improving Communication Efficiency

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T00:16:51.197006Z

Source-reported events for the cited work

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Observation 50836931-2a87-4735-ab35-daf0950854e1 · outbound

This paper cites Federated learning for Internet of Things: A com- prehensive survey,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning for Internet of Things: A com- prehensive survey,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.607675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fc9d702a-9c91-48bc-933e-c525f8a63b4a · outbound

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

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning via over- the-air computation,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T00:16:51.388934Z

Source-reported events for the cited work

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Observation b378570a-e608-4460-8a62-446ced02f77f · outbound

This paper cites Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.593313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f4b802b9-1db5-4744-8836-e61fe811f695 · outbound

This paper cites Dynamic scheduling for over-the-air federated edge learning with energy constraints,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Dynamic scheduling for over-the-air federated edge learning with energy constraints,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.584731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4ca5a4b4-5dda-4358-98b2-0783b0a8d87d · outbound

This paper cites Learned Digital Over-the-Air Computing for Federated Edge Learning.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Learned Digital Over-the-Air Computing for Federated Edge Learning

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:16:54.336931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7ea2762b-58ea-4aa8-b69d-499549b2af09 · outbound

This paper cites Device scheduling in over-the-air federated learning via matching pursuit,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Device scheduling in over-the-air federated learning via matching pursuit,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.576165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 46cf6c10-689e-48c9-9f84-3c7c1380bbc7 · outbound

This paper cites Beamforming vector design and device selection in over-the-air federated learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Beamforming vector design and device selection in over-the-air federated learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.566971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 64090883-2a9b-4b02-af92-a2df4794a603 · outbound

This paper cites Blind federated edge learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Blind federated edge learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.557933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c91f3474-8c74-4649-8ca7-6811d9a1fa39 · outbound

This paper cites Blind federated learning at the wireless edge with low-resolution ADC and DAC,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Blind federated learning at the wireless edge with low-resolution ADC and DAC,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.549563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9d10a85e-6582-40ff-a902-befcfb2cedfd · outbound

This paper cites Over-the- air federated edge learning with hierarchical clustering,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Over-the- air federated edge learning with hierarchical clustering,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.540191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c7321c7c-955f-4883-9bd2-e7c43c1b58d1 · outbound

This paper cites Energy harvesting wireless communications: A review of recent advances,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Energy harvesting wireless communications: A review of recent advances,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.531411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 276ed4e6-b211-4285-b891-2a57c722668d · outbound

This paper cites Federated learning with energy harvesting devices,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning with energy harvesting devices,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.522531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 40dbc37c-6ed0-450e-9ca0-cbfd4f8a34ba · outbound

This paper cites Federated learning over energy harvesting wireless networks,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning over energy harvesting wireless networks,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.513984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 25f95f4c-fa9c-465b-9e72-9982b1167c00 · outbound

This paper cites Joint client selection and receive beamforming for over-the-air federated learning with energy harvesting,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Joint client selection and receive beamforming for over-the-air federated learning with energy harvesting,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.505923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 932bc983-670a-45d4-a2b6-230f58d9029f · outbound

This paper cites Over-the-air federated learning with energy harvesting devices,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Over-the-air federated learning with energy harvesting devices,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.497429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 42a1b937-2d01-4b76-8cec-4a17503b8d0f · outbound

This paper cites Online optimization for over-the-air federated learning with energy harvesting,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Online optimization for over-the-air federated learning with energy harvesting,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.489079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b5c34d92-2efc-4440-9351-73c6a4ec5275 · outbound

This paper cites Federated Learning With Energy Harvesting Devices: An MDP Framework.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated Learning With Energy Harvesting Devices: An MDP Framework

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:16:54.324084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7df146ce-9f3a-4d57-901b-37e8c301aeca · outbound

This paper cites Federated Learning with Non-IID Data.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated Learning with Non-IID Data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T00:16:53.013613Z

Source-reported events for the cited work

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Observation 6ef7b17f-3897-4c26-b181-de255445206a · outbound

This paper cites On the convergence of FedAvg on non-IID data,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization On the convergence of FedAvg on non-IID data,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.480043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b13949c8-d4cb-4c79-943c-f3115f47107f · outbound

This paper cites Clustered sampling: Low-variance and improved representativity for clients selection in federated learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Clustered sampling: Low-variance and improved representativity for clients selection in federated learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.471787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6592682f-2332-428f-823f-d233a9c9ce71 · outbound

This paper cites Diverse client selection for federated learning via submodular maxi- mization,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Diverse client selection for federated learning via submodular maxi- mization,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.463839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6523007-f20c-4fe9-9288-5eff5500a23c · outbound

This paper cites Clustered federated learning: Model-agnostic distributed multitask optimization under privacy con- straints,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Clustered federated learning: Model-agnostic distributed multitask optimization under privacy con- straints,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.456041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 065e74df-daf1-4aed-b03f-43222f10504a · outbound

This paper cites An efficient framework for clustered federated learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization An efficient framework for clustered federated learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.447247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 22b43e5b-b5af-4640-a01f-a5b143425c0b · outbound

This paper cites Over-the-air clustered federated learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Over-the-air clustered federated learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.438245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59a4c014-518f-4cfd-b90d-c7d009945db1 · outbound

This paper cites Rethinking clustered federated learning in NOMA enhanced wireless networks,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Rethinking clustered federated learning in NOMA enhanced wireless networks,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.428747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ed3cef79-f50c-4e34-928f-c0057045f5b7 · outbound

This paper cites Personalized federated learning over the air,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Personalized federated learning over the air,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.419635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c0177203-4db7-47c3-8e98-d00169853d92 · outbound

This paper cites Over-the- air multitask federated learning via cost-effective hybrid beamforming,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Over-the- air multitask federated learning via cost-effective hybrid beamforming,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.411243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 77bdcbb7-19f7-49f1-b73b-772e00fdefd2 · outbound

This paper cites Energy harvesting sensor nodes: Survey and implications,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Energy harvesting sensor nodes: Survey and implications,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.401750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d23907d-9c98-4a5d-ac5c-cdcdb9c65007 · outbound

This paper cites Federated learning with over-the-air ag- gregation over time-varying channels,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning with over-the-air ag- gregation over time-varying channels,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.392366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a18d44b-502b-4997-8c71-8157a347bec3 · outbound

This paper cites Optimizing federated learning by entropy-based client selection,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Optimizing federated learning by entropy-based client selection,

Reference 33

Resolution: verified exact; raw_fallback, observed 2026-08-06T00:16:54.300785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7a10cdc6-9835-435a-ae8f-acd2e7cc825b · outbound

This paper cites Optimizing federated learning on non-IID data with reinforcement learning,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Optimizing federated learning on non-IID data with reinforcement learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.382918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6cac78b3-a746-415d-9430-ea9d8f49c612 · outbound

This paper cites The MNIST database of handwritten digits,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization The MNIST database of handwritten digits,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.373427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5225fa46-97e1-43c1-bdd2-49e9bc83bdf2 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T00:16:54.184876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e3b3dcf-308d-4e21-81d0-e6e6066c468b · outbound

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

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Learning multiple layers of features from tiny images,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.363722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 765d8934-1479-44c7-be6f-2e651cbc89ba · outbound

This paper cites Federated learning based on dynamic regularization,.

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization Federated learning based on dynamic regularization,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:16:54.354823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.