Paper Citation Record · LEDGER

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2506.06090.

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

pith.paper-citation-record.v1
2506.06090 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:08:36.870350Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

29 of 29 outbound references displayed

verified exact2
verified fuzzy23
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5d0b3abd-8fc0-468e-9442-90b6f1e9f2e3 · outbound

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

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Communication-efficient learning of deep networks from decentralized data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:41.513233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69ac4eb7-54ec-4421-a07c-0c3925e49e6a · outbound

This paper cites Federated Learning with Non-IID Data.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated Learning with Non-IID Data

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T06:08:34.489006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 143fc9a3-a4c3-49e3-92f2-55304cc387e0 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated optimization in heterogeneous networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:41.326418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e9592a5a-2683-4c69-a14f-bd06df5c70da · outbound

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

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity SCAFFOLD: Stochastic controlled averaging for federated learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:41.188656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b848694d-765c-4d48-a58a-9cb8fdc468a2 · outbound

This paper cites Tackling the ob- jective inconsistency problem in heterogeneous federated optimization,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Tackling the ob- jective inconsistency problem in heterogeneous federated optimization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.998046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 43cff166-2e4b-474c-bfcc-ef84ef9cb718 · outbound

This paper cites Model-contrastive federated learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Model-contrastive federated learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.847936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7a2595a0-7289-4497-bb5c-dad7ecfb3e55 · outbound

This paper cites Federated learning based on dynamic regularization,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated learning based on dynamic regularization,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.550415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 761f3f1b-affa-4b49-a932-0f5638a6becf · outbound

This paper cites Federated learning from small datasets,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated learning from small datasets,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.417045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9cf9518e-f8b2-4502-b65f-d6e12ea7ba36 · outbound

This paper cites Bayesian Federated Learning: A Survey.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Bayesian Federated Learning: A Survey

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-07T06:08:37.234099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c86f5439-76c2-4ee0-876b-df095bf5330b · outbound

This paper cites A Bayesian federated learning framework with online laplace approximation,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity A Bayesian federated learning framework with online laplace approximation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.206113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3785136b-4f2f-4d57-a022-2540f2092e62 · outbound

This paper cites Federated learning over wireless fading channels,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated learning over wireless fading channels,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:40.016574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e392826e-2335-4fb4-aecf-1bf5ee5627c8 · outbound

This paper cites Broadband analog aggregation for low-latency federated edge learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Broadband analog aggregation for low-latency federated edge learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:39.766553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 06917569-4ca9-4823-8895-220effb5c7f1 · outbound

This paper cites Base station dataset-assisted broad- band over-the-air aggregation for communication-efficient federated learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Base station dataset-assisted broad- band over-the-air aggregation for communication-efficient federated learning,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:39.515957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41547c7c-c575-40bc-a723-600432b5dc4b · outbound

This paper cites Over-the-air aggregation-based federated learning in cache- enabled wireless edge networks,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Over-the-air aggregation-based federated learning in cache- enabled wireless edge networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:39.201014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e11af8ec-2bc4-4a34-b5e5-feedf66f9efd · outbound

This paper cites Optimized power control design for over-the-air federated edge learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Optimized power control design for over-the-air federated edge learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.946733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cadb5c9c-45da-4547-9aa4-6e068143126f · outbound

This paper cites Optimized power control for over-the-air computation in fading channels,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Optimized power control for over-the-air computation in fading channels,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.697482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d51c471d-0bf4-4abd-a017-c7ed707aecce · outbound

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

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.542238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b5bca7fa-bdd7-4aad-8258-95b5edb64b1b · outbound

This paper cites Privacy-enhanced over-the-air federated learning via client-driven power balancing,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Privacy-enhanced over-the-air federated learning via client-driven power balancing,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T06:08:35.854062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7be6cc4-cfd7-4e7b-b749-45ea2055b794 · outbound

This paper cites Federated Learning from Heterogeneous Data via Controlled Bayesian Air Aggregation.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated Learning from Heterogeneous Data via Controlled Bayesian Air Aggregation

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-07T06:08:37.011632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 02266568-bdaa-48eb-99c1-516c490f8e4f · outbound

This paper cites Bayesian aircomp with sign-alignment precoding for wireless federated learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Bayesian aircomp with sign-alignment precoding for wireless federated learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.418971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69f0878d-54f2-471a-9eaf-eaecc5411666 · outbound

This paper cites Bayesian over-the-air computa- tion,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Bayesian over-the-air computa- tion,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.291207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dbf710c1-8909-4353-bc1b-8cde11f5de76 · outbound

This paper cites Practical variational inference for neural networks,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Practical variational inference for neural networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.148228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 90eb393b-207f-4192-828b-cfa56156954a · outbound

This paper cites Weight uncertainty in neural networks,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Weight uncertainty in neural networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:38.018043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9192e1d3-4df8-4e13-90d3-28e887bc15f1 · outbound

This paper cites Bayesian inverse contextual reasoning for heterogeneous semantics- native communication,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Bayesian inverse contextual reasoning for heterogeneous semantics- native communication,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:37.829662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0f71f48f-0e65-4309-8f33-2edccf5705c1 · outbound

This paper cites Conflations of probability distributions,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Conflations of probability distributions,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:37.657185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dcd6e6da-1298-4b54-bffc-4f21508b9fd2 · outbound

This paper cites How to combine variational bayesian networks in federated learning,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity How to combine variational bayesian networks in federated learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:37.509551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f71112d2-46a8-4b16-8680-d297538803f5 · outbound

This paper cites Federated Learning via Variational Bayesian Inference: Personalization, Sparsity and Clustering.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Federated Learning via Variational Bayesian Inference: Personalization, Sparsity and Clustering

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T06:08:36.687156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b699801f-767c-43d0-a578-8d7a9bd114ea · outbound

This paper cites Blitz - bayesian layers in torch zoo (a bayesian deep learing library for torch),.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity Blitz - bayesian layers in torch zoo (a bayesian deep learing library for torch),

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T06:08:37.379059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 36be8a16-0b14-44b4-acdf-238aa5eee8c2 · outbound

This paper cites On calibration of modern neural networks,.

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity On calibration of modern neural networks,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T06:08:36.870350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.