Paper Citation Record · LEDGER

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning

As of 20 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2412.13589.

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

pith.paper-citation-record.v1
2412.13589 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:04:12.667968Z

measured 46 of 46 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 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

46 of 46 outbound references displayed

verified exact2
verified fuzzy6
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 46d05d5b-d0a1-4353-b30c-54ef0770f6ab · outbound

This paper cites , " * write output.state after.block = add.period write newline.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.185904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ee6897-6a90-4971-ad12-db4c5769ccdf · outbound

This paper cites write newline.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.197722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e9e1610-5f57-42ec-9382-3bb1a6631f21 · outbound

This paper cites Exploiting Unlabeled Data in Smart Cities using Federated Learning.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Exploiting Unlabeled Data in Smart Cities using Federated Learning

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T13:04:13.028196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e3532d77-2c68-4c6b-ad9d-766695db0b84 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:14.001632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ab1251c5-a5fb-4491-8dc9-1e4558ee91c3 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.225909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44366c0-7c51-4204-9b8b-9a0b4bf33b85 · outbound

This paper cites SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:04:12.995948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 047fb6b2-20d2-43b3-b45c-932fae02b1a1 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.946537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b98fd645-f38b-4f51-8f5e-e6eef21eba9a · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.919809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c3026cc2-182e-46d5-9940-84cd14d68584 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.894108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e99014e3-fc07-44ad-890b-575d787ad19a · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.269226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21ea2e08-42f0-4bf0-8526-a2420267b212 · outbound

This paper cites Classifier-Free Diffusion Guidance.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Classifier-Free Diffusion Guidance

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.279583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d2caffb-3352-434c-bdf6-28695360e129 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.849035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 87348c52-a25a-41e9-b5ec-ccf37d88bad0 · outbound

This paper cites Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:04:12.879607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2453d9a4-40c0-4fee-a073-ace82760be96 · outbound

This paper cites B.; Avent, B.; Bellet, A.; Bennis, M.; Bhagoji, A.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning B.; Avent, B.; Bellet, A.; Bennis, M.; Bhagoji, A

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.331735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b355766d-a1d0-4c72-8ebb-ef9610974d76 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.788041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 99041a91-5e9c-4ab4-bdfe-fbfb0db8c54e · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.748346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1818466e-e057-4203-a04a-b82f722100a6 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.720885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ed98ab02-d3b4-4e85-825a-9252e542e05e · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.688106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8d021c5-14d2-4de0-b5ab-25e5fbccceb3 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.656982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3a3a0b01-ab34-4adb-a5b0-c28f832b9292 · outbound

This paper cites U.; and Jaggi, M.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning U.; and Jaggi, M

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.401282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6c6f60e-d021-4396-b7a8-c2d87e5cd4c9 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.614083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c74ce93d-7415-4519-ae67-7d59b1075749 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.584834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2e428e89-adf1-499c-b0d7-cd05d5a3aaa9 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.559582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 45085c53-34e2-44b1-a684-20f2bef33d1b · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.439574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a339cf-d589-495c-9ac6-febc77705a57 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.449479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca616b06-640b-4909-bdf7-e1f9dd30c63a · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.499471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75d87923-ca15-40bf-8932-39afeffe4f45 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.477325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da23b4f5-56ad-4745-a177-2fe0d00656d0 · outbound

This paper cites A.; Cubuk, E.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning A.; Cubuk, E

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.492678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 896d43bd-b2aa-4271-9055-92eb65268374 · outbound

This paper cites Denoising Diffusion Implicit Models.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Denoising Diffusion Implicit Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.501117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f94f6a6b-7e73-478d-af8f-71946930dcca · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.440356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d2efc536-a5f9-41ee-9f2f-ac52862bd2cd · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.413098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f414193-5e6c-45b9-ad82-d464353394f2 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.367048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a5cf02a6-e4ce-4c2e-bffe-51ca016d5e10 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.342404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f248e9d0-8c4a-497e-a50d-9db6e96158ae · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning mixup: Beyond Empirical Risk Minimization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.557712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed159dff-d446-43c4-92fc-11bbfc96cae3 · outbound

This paper cites E.; Ramchandran, K.; and Mahoney, M.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning E.; Ramchandran, K.; and Mahoney, M

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.320713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fd7cf3f3-775c-483d-8fe7-f908a60640dd · outbound

This paper cites LeCun, C.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning LeCun, C

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.288182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1943c5b0-46e0-4249-b8e2-27a1461163b5 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.592536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00ae27dc-e9e6-4d7b-a3ac-6248310000a1 · outbound

This paper cites Krizhevsky, V.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Krizhevsky, V

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.249747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f167fa61-2e28-479a-bb56-f35509040145 · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.610232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1624ade-b42e-43b8-ba0c-7160d6afe175 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.221225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50d31a2e-eb0a-4124-be7a-fc88d3e2ce41 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.621748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc05aed0-93bd-4674-ac0c-33c36c3891d7 · outbound

This paper cites an unresolved cited work.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:04:13.177022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ee069c97-388b-486d-9310-24a04fde7562 · outbound

This paper cites Odena, C.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Odena, C

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.141597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 21efda99-3e13-443d-b413-8a2ebc11dc6a · outbound

This paper cites Zhang, Y.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Zhang, Y

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.111025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6729a367-3650-4c26-a45f-22f582434c2c · outbound

This paper cites Adam: A Method for Stochastic Optimization.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Adam: A Method for Stochastic Optimization

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T13:04:12.663519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ce1abd-7aca-4328-bff5-2583af753fcf · outbound

This paper cites Berthelot, N.

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Berthelot, N

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:04:13.056301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.