Paper Citation Record · LEDGER

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices

As of 19 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 1 inbound Pith citation observation for arXiv:2505.08033.

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

pith.paper-citation-record.v1
2505.08033 v1

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:08:09.126513Z

measured 8 of 8 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:19:58.044095Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

7 of 7 outbound references displayed

verified exact1
verified fuzzy3
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a6910be-b990-4ab9-b63e-a86a1ee431c9 · outbound

This paper cites Federated Learning for Resource-Constrained IoT Devices: Panoramas and State-of-the-art.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Federated Learning for Resource-Constrained IoT Devices: Panoramas and State-of-the-art

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T22:08:09.181033Z

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 13d40139-a361-48a4-b83c-a1efd7164cf4 · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:08:09.240093Z

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 011c462d-fb2c-4351-aaf0-337281214cf6 · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:08:09.109592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1819bd35-60f9-43e8-a00c-b01b58043fdb · outbound

This paper cites Privacy-preserving and syscall-based intrusion detection system for iot spectrum sensors affected by data falsification attacks,.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Privacy-preserving and syscall-based intrusion detection system for iot spectrum sensors affected by data falsification attacks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:08:09.225587Z

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 776f59fa-7a0c-4235-be94-fbc43c2f6aac · outbound

This paper cites Fedstellar: A platform for decentralized federated learning,.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Fedstellar: A platform for decentralized federated learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:08:09.212444Z

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 0fbde2ac-2e08-4b8e-ae57-300413abd889 · outbound

This paper cites The mnist database of handwritten digit images for machine learning research [best of the web],.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices The mnist database of handwritten digit images for machine learning research [best of the web],

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:08:09.121781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a228848-4eef-48e5-9ebe-b89ed79ed1b1 · outbound

This paper cites an unresolved cited work.

Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T22:08:09.126513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation dc57acbd-57e3-40b9-9a06-50a0601ddf71 · inbound

Chained Attacks on Drone-Based Federated Learning: From Network Disruption to Device Impersonation cites this paper.

Chained Attacks on Drone-Based Federated Learning: From Network Disruption to Device Impersonation Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T10:19:58.044095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.