Paper Citation Record · LEDGER

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2508.03248.

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

pith.paper-citation-record.v1
2508.03248 v3

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:42:02.073411Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

25 of 25 outbound references displayed

verified exact2
verified fuzzy19
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3e91ea0f-e838-4bf6-9989-81e20f4e58d1 · outbound

This paper cites Task- oriented communications for 6G: Vision, principles, and technologies,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Task- oriented communications for 6G: Vision, principles, and technologies,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.544867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bb46957c-6729-4a6d-b93d-aaab4050dd10 · outbound

This paper cites Semantic communications: Overview, open issues, and future research directions,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Semantic communications: Overview, open issues, and future research directions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.537232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23eb3992-fe5b-41e4-b976-db33f56be764 · outbound

This paper cites Universal joint source-channel coding for modulation-agnostic semantic communication,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Universal joint source-channel coding for modulation-agnostic semantic communication,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.529006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e9e1db2-8162-4f50-94bd-a955f0f53d9d · outbound

This paper cites A multi-user deep semantic communication system based on federated learning with dynamic model aggregation,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents A multi-user deep semantic communication system based on federated learning with dynamic model aggregation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.520619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a91aa79-d9ad-4dad-b1ac-c8d9dcaac167 · outbound

This paper cites An efficient federated learning framework for training semantic communication systems,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents An efficient federated learning framework for training semantic communication systems,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.512425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 87cd4d9e-9bdd-47d6-b4c4-f563c116d324 · outbound

This paper cites Federated learning-based co- operative model training for task-oriented semantic communication,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Federated learning-based co- operative model training for task-oriented semantic communication,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.504858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b93a3c2-07d9-4afc-9c19-5b6900d5031d · outbound

This paper cites Efficient knowledge base synchro- nization in semantic communication network: A federated distillation approach,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Efficient knowledge base synchro- nization in semantic communication network: A federated distillation approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.497096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a180e087-3b4f-4346-ac8f-e2c0ef6f0bb0 · outbound

This paper cites Federated KD-assisted image semantic communication in IoT edge learning,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Federated KD-assisted image semantic communication in IoT edge learning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.489370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0a564786-421d-4d06-a6c1-1e49d270782c · outbound

This paper cites Advances and open problems in federated learning,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Advances and open problems in federated learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.481653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation db903495-82d3-4754-ba63-a980b0239083 · outbound

This paper cites Communication-efficient wireless federated fine- tuning for large-scale AI models,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Communication-efficient wireless federated fine- tuning for large-scale AI models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T04:42:02.027439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453f645f-a3c3-4a1d-b492-4b54c28c0ec6 · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Base station dataset-assisted broad- band over-the-air aggregation for communication-efficient federated learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.473755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f54551b4-e43b-4f1c-a353-933a014fb94a · outbound

This paper cites Sparsified SGD with mem- ory,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Sparsified SGD with mem- ory,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.465950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4cef09a2-f92a-4340-b486-f0218063717d · outbound

This paper cites Error feedback fixes signsgd and other gradient compression schemes,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Error feedback fixes signsgd and other gradient compression schemes,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.458097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c73ec8a8-8b2f-405b-a8f9-027a6a04183d · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Communication-efficient learning of deep networks from decentralized data,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.450038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 969b33fa-08b8-46fa-939e-8e4f8516507f · outbound

This paper cites Feature Reconstruction Aided Federated Learning for Image Semantic Communication.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Feature Reconstruction Aided Federated Learning for Image Semantic Communication

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:42:02.311972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 04f3e195-738a-4955-9f2f-ef72c43912f0 · outbound

This paper cites Neural discrete representa- tion learning,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Neural discrete representa- tion learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.441809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81f321b7-346e-4629-a60e-1e27f64def33 · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents On the Convergence of FedAvg on Non-IID Data

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T04:42:02.049162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36617f4b-e2a0-43b2-a431-e64b2cbfef8a · outbound

This paper cites 16 federated knowl- edge distillation,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents 16 federated knowl- edge distillation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.433066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 66bb8219-c299-45d5-a3e7-4a72ba2f5cdd · outbound

This paper cites Federated Learning with Non-IID Data.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Federated Learning with Non-IID Data

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T04:42:02.055562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98c98034-6353-4071-bb0a-f395df97855a · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Privacy-enhanced over-the-air fed- erated learning via client-driven power balancing,

Reference 20

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:42:02.254000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a37998c-6405-43de-98c0-8c26480a7071 · outbound

This paper cites The algorithmic foundations of differential privacy,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents The algorithmic foundations of differential privacy,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.424958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06f458c6-58ea-4772-9987-1bcbe91b4f41 · outbound

This paper cites Oneshot differentially private top-k selection,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Oneshot differentially private top-k selection,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.416522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41546ef1-34e2-4dd1-9a90-66ad1fe522dc · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Learning multiple layers of features from tiny images,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.408350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0cfe1eb-d047-4099-b102-fb1987d9070d · outbound

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

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents QSGD: Communication-efficient SGD via gradient quantization and encoding,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:42:02.399584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a286f097-78b7-425a-a42a-8ed18e578a56 · outbound

This paper cites Deep learning face attributes in the wild,.

Federated Learning Enhanced by Feature Reconstruction for Semantic Communication Module Updates of Agents Deep learning face attributes in the wild,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T04:42:02.073411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.