Paper Citation Record · LEDGER

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data

As of 16 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 3 inbound Pith citation observations for arXiv:1907.02745.

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

pith.paper-citation-record.v1
1907.02745 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T02:20:35.359931Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T06:05:40.575172Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-14T05:00:05.833081Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy12
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec41cefc-49c7-4eba-9c28-0e63537f5ac7 · outbound

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

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Communication-efﬁcient learning of deep networks from decentralized data

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.114094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f98ffd4d-418a-4041-896d-ff584812543c · outbound

This paper cites Communication-efﬁcient on-device machine learning: federated distillation and augmentation under Non-IID private data.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Communication-efﬁcient on-device machine learning: federated distillation and augmentation under Non-IID private data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.111157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87ca2046-ee29-4cfa-9b17-e838904bf965 · outbound

This paper cites Distilling the knowledge in a neural network.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Distilling the knowledge in a neural network

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.148453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4dc57cd2-607d-42b8-b8ec-3d25237e891d · outbound

This paper cites Large scale distributed neural network training through online distillation.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Large scale distributed neural network training through online distillation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.137577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f98594b7-d6e5-4052-8061-fcaf2c2b2bda · outbound

This paper cites Deep mutual learning.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Deep mutual learning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.145067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f93e3dc9-78a3-4ae7-b643-1bc46f21f3b9 · outbound

This paper cites Computation over multiple-access channels.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Computation over multiple-access channels

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.122527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5b549cf6-9478-478b-b7e1-d9a1e516128f · outbound

This paper cites Harnessing interference for analog function computation in wireless sensor networks.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Harnessing interference for analog function computation in wireless sensor networks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.116866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation be80c5f2-f25a-494f-b744-a39a2c4b860c · outbound

This paper cites MIMO over-the-air computation for high mobility multi-modal sensing.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data MIMO over-the-air computation for high mobility multi-modal sensing

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.119294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98264000-2864-4c5c-8604-daf8c9f5f53b · outbound

This paper cites Low-latency broadband analog aggregation for federated edge learning.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Low-latency broadband analog aggregation for federated edge learning

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.134055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 435227e0-a0fb-4546-ae49-406ceccb7232 · outbound

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

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.131328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 464ca5de-c26e-43d3-8b0d-b2663ad0a5bf · outbound

This paper cites Sparse binary compression: Towards distributed deep learning with minimal communication.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Sparse binary compression: Towards distributed deep learning with minimal communication

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.141364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dfee17d4-6288-44c6-9f23-a4bb5474035d · outbound

This paper cites an unresolved cited work.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-25T21:07:09.124984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 088b83bc-154e-4b86-8454-c0b2b10d8df9 · outbound

This paper cites Message-passing algorithms for compressed sensing.

Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Message-passing algorithms for compressed sensing

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T21:07:09.128043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation e6d14a84-cc49-4a17-a394-1301d5ba9009 · inbound

Over-the-Air Computation Systems: Optimization, Analysis and Scaling Laws cites this paper.

Over-the-Air Computation Systems: Optimization, Analysis and Scaling Laws Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T06:05:40.575172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cb90e1-2183-4e1d-96c5-ae8651ee3eb1 · inbound

Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence cites this paper.

Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-14T05:52:37.302210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bfb8cf1-150d-4194-af25-76aec711ffb4 · inbound

Hierarchical Federated Learning Across Heterogeneous Cellular Networks cites this paper.

Hierarchical Federated Learning Across Heterogeneous Cellular Networks Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-14T05:00:05.837004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.