Paper Citation Record · LEDGER

Learned Digital Over-the-Air Computing for Federated Edge Learning

As of 20 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 2 inbound Pith citation observations for arXiv:2509.16577.

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

pith.paper-citation-record.v1
2509.16577 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:08:18.974747Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:16:51.694972Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:16:54.333670Z

Reference resolution

34 of 34 outbound references displayed

verified exact0
verified fuzzy0
unresolved33
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 996ff08a-3819-4aa0-9e1b-805124017650 · outbound

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

Learned Digital Over-the-Air Computing for Federated Edge Learning Learned Digital Over-the-Air Computing for Federated Edge Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:14.424747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74fbe6c9-7e44-4174-b897-75143c2208f8 · outbound

This paper cites Each devicekhas a single antenna and local datasetD k.

Learned Digital Over-the-Air Computing for Federated Edge Learning Each devicekhas a single antenna and local datasetD k

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:14.540945Z

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Observation cd08527f-bb68-4498-83c3-9c448316342d · outbound

This paper cites The re- sulting URA codebook and decoder can be reused across tasks and communication rounds without retraining, much like a conventional un-learnt design.

Learned Digital Over-the-Air Computing for Federated Edge Learning The re- sulting URA codebook and decoder can be reused across tasks and communication rounds without retraining, much like a conventional un-learnt design

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:14.700301Z

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Observation 38c18899-ee65-47c6-aeae-1e698733c20a · outbound

This paper cites an unresolved cited work.

Learned Digital Over-the-Air Computing for Federated Edge Learning Unresolved cited work

Reference 4

Resolution: parse uncertain; no resolver link, observed 2026-08-04T16:08:14.874745Z

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Unavailable: canonical work link unavailable.

Observation 82815e19-d525-457b-830a-0a5fa99be63d · outbound

This paper cites an unresolved cited work.

Learned Digital Over-the-Air Computing for Federated Edge Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.054828Z

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Unavailable: canonical work link unavailable.

Observation 438d9495-dbd5-4137-a8b3-d5a0c211b64d · outbound

This paper cites an unresolved cited work.

Learned Digital Over-the-Air Computing for Federated Edge Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.204747Z

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Observation 4db1f3c8-de7d-4098-a583-5874cc9ca4d7 · outbound

This paper cites The method retains the same uplink cost as the state-of-the-art, while extending reliable operation by more than 7 dB.

Learned Digital Over-the-Air Computing for Federated Edge Learning The method retains the same uplink cost as the state-of-the-art, while extending reliable operation by more than 7 dB

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.317784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5adacb1-cdb8-4bef-b740-3eae3e79a1ae · outbound

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

Learned Digital Over-the-Air Computing for Federated Edge Learning Communication-efficient learning of deep networks from decentralized data,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.464753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35b4df23-61c5-4ab0-a94a-504e59b3e298 · outbound

This paper cites Fed- erated learning: Strategies for improving communication effi- ciency,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Fed- erated learning: Strategies for improving communication effi- ciency,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.644751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4741d053-a003-4837-a286-32e56f556620 · outbound

This paper cites A comprehensive survey on communication-efficient federated learning in mobile edge en- vironments,.

Learned Digital Over-the-Air Computing for Federated Edge Learning A comprehensive survey on communication-efficient federated learning in mobile edge en- vironments,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.814744Z

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Unavailable: canonical work link unavailable.

Observation b834b0bb-496e-4a59-b25e-09faf56d5ea1 · outbound

This paper cites Distributed learning in wireless networks: Recent progress and future challenges,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Distributed learning in wireless networks: Recent progress and future challenges,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:15.964290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a97e2496-b9e6-4a67-912f-1ffbb745802b · outbound

This paper cites Sparse communica- tion for distributed gradient descent,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Sparse communica- tion for distributed gradient descent,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.098837Z

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Observation ec5c719b-3e60-41de-97e6-c4aae19f1a74 · outbound

This paper cites Time- correlated sparsification for communication-efficient federated learning,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Time- correlated sparsification for communication-efficient federated learning,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.255721Z

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Observation b4ca2463-f799-44a1-9daf-5402c0f375dd · outbound

This paper cites QSGD: Communication-efficient SGD via gradient quantization and encoding,.

Learned Digital Over-the-Air Computing for Federated Edge Learning QSGD: Communication-efficient SGD via gradient quantization and encoding,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.434747Z

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Unavailable: canonical work link unavailable.

Observation cb05cdda-8d32-41b6-9c25-401e8abc789c · outbound

This paper cites signSGD: Compressed optimisation for non-convex problems,.

Learned Digital Over-the-Air Computing for Federated Edge Learning signSGD: Compressed optimisation for non-convex problems,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.585552Z

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Unavailable: canonical work link unavailable.

Observation d5f4af8d-a7b1-43a6-b662-f5b23f4bee58 · outbound

This paper cites 1-bit stochastic gradient descent and its application to data- parallel distributed training of speech DNNs,.

Learned Digital Over-the-Air Computing for Federated Edge Learning 1-bit stochastic gradient descent and its application to data- parallel distributed training of speech DNNs,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.745070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c99b3ba-5017-4042-ba8a-a4477651fdf6 · outbound

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

Learned Digital Over-the-Air Computing for Federated Edge Learning Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:16.902758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2efa1818-0c3d-4417-80be-fb0c4a95a499 · outbound

This paper cites Feder- ated learning over wireless fading channels,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Feder- ated learning over wireless fading channels,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.054896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56133cc3-7101-43a0-929f-246ca2f848ea · outbound

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

Learned Digital Over-the-Air Computing for Federated Edge Learning Dynamic scheduling for over-the-air federated edge learning with energy constraints,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.174834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec5facde-48b8-4683-8cc3-97af48e30ae6 · outbound

This paper cites One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,.

Learned Digital Over-the-Air Computing for Federated Edge Learning One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.274823Z

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Unavailable: canonical work link unavailable.

Observation d10089e1-3307-4a05-8edc-29cc3f707d11 · outbound

This paper cites Massive digital over-the-air computation for communication-efficient federated edge learning,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Massive digital over-the-air computation for communication-efficient federated edge learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.436027Z

Source-reported events for the cited work

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Observation 8ee33080-d3a0-41db-927c-8163df7f869f · outbound

This paper cites Ofdma-f 2l: Federated learning with flexible aggregation over an ofdma air interface,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Ofdma-f 2l: Federated learning with flexible aggregation over an ofdma air interface,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.564844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48104394-c56e-4dda-831d-d9979fcfc083 · outbound

This paper cites Distributed Learning over a Wireless Network with FSK-Based Majority Vote.

Learned Digital Over-the-Air Computing for Federated Edge Learning Distributed Learning over a Wireless Network with FSK-Based Majority Vote

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.705978Z

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Unavailable: canonical work link unavailable.

Observation 6c722e65-b9b5-4c56-bb12-8c0f6b471e71 · outbound

This paper cites A perspective on massive random-access,.

Learned Digital Over-the-Air Computing for Federated Edge Learning A perspective on massive random-access,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.857506Z

Source-reported events for the cited work

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Observation 6ba3eb00-30dc-4f80-8c34-0524f16734ef · outbound

This paper cites Digital over-the-air federated learn- ing in multi-antenna systems,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Digital over-the-air federated learn- ing in multi-antenna systems,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:17.964849Z

Source-reported events for the cited work

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Observation 674bf09a-be29-4ba9-9049-3dbbdde0aeda · outbound

This paper cites Federated optimiza- tion in heterogeneous networks,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Federated optimiza- tion in heterogeneous networks,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.047337Z

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Observation 15109539-088c-44a1-af7f-e12451cbbf87 · outbound

This paper cites On the feasibility of distributed phase synchro- nization for coherent signal superposition,.

Learned Digital Over-the-Air Computing for Federated Edge Learning On the feasibility of distributed phase synchro- nization for coherent signal superposition,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.154745Z

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Observation e3b4adc1-bf4d-44c8-938b-4fbb8c417c15 · outbound

This paper cites k-means++: The ad- vantages of careful seeding,.

Learned Digital Over-the-Air Computing for Federated Edge Learning k-means++: The ad- vantages of careful seeding,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.254948Z

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Observation e4c66829-e0cc-4fb1-85dc-17ca262aa42f · outbound

This paper cites Generalized approximate message passing for estimation with random linear mixing,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Generalized approximate message passing for estimation with random linear mixing,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.364820Z

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Observation 8aa615e6-bff0-4d73-904d-5b2815e7ca49 · outbound

This paper cites Amp-net: Denoising-based deep unfolding for compressive image sensing,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Amp-net: Denoising-based deep unfolding for compressive image sensing,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.516597Z

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Observation 1add47ca-a408-4eb0-9681-4c3dd3f0d349 · outbound

This paper cites Some intriguing observations on the learnt matrices in deep unfolded networks,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Some intriguing observations on the learnt matrices in deep unfolded networks,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.618476Z

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Observation df317c75-d965-4395-a1df-8e34d9c96c46 · outbound

This paper cites Deep residual learning for image recognition,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Deep residual learning for image recognition,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.734816Z

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Observation d16abc16-7a40-405c-bafe-f1a48695686d · outbound

This paper cites Address- ing representation collapse in vector quantized models with one linear layer,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Address- ing representation collapse in vector quantized models with one linear layer,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T16:08:18.854747Z

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Observation ad9627b0-97ce-4213-8803-85935a797481 · outbound

This paper cites Ista-net: Interpretable optimization-inspired deep network for image compressive sensing,.

Learned Digital Over-the-Air Computing for Federated Edge Learning Ista-net: Interpretable optimization-inspired deep network for image compressive sensing,

Reference 34

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Pith citing papers

Observation 996ff08a-3819-4aa0-9e1b-805124017650 · inbound