Paper Citation Record · LEDGER

Learn How to Query from Unlabeled Data Streams in Federated Learning

As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2412.08138.

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

pith.paper-citation-record.v1
2412.08138 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:14:17.218449Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

42 of 42 outbound references displayed

verified exact0
verified fuzzy5
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc5e4403-7d5f-4343-b526-5005291f8714 · outbound

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

Learn How to Query from Unlabeled Data Streams in Federated Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:16.973889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7edd508d-f399-48d9-97ea-e17373750696 · outbound

This paper cites write newline.

Learn How to Query from Unlabeled Data Streams in Federated Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:16.982241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4548a2d-cf88-4952-861b-e51bf77d01a7 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.977721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae50addd-791c-4a45-aba1-b3feb27178c8 · outbound

This paper cites T.; and Adams, R.

Learn How to Query from Unlabeled Data Streams in Federated Learning T.; and Adams, R

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:14:17.958246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3a7a47ea-4cee-49da-b276-3d30a2ebd253 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.939645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d2ba295f-62f9-4f49-ab1b-dbf0be527ba9 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.923245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 655824ea-4e64-4802-8466-340f06ec24d3 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.907162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 731e1678-2d97-4b91-bf39-97b8d2236b75 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.889954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5fa3ed94-a8e1-4591-af31-b0bfc9a205dd · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.871914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6c2c4521-9db0-4f9f-9017-c65f3466aa50 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.852425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9b3b4406-72af-4510-ad52-f020bde2657a · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.835504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db37542a-9fd5-4083-8485-32ed09ef698d · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.814408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 48759227-a724-4ee8-ba84-e677cc4cf478 · outbound

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

Learn How to Query from Unlabeled Data Streams in Federated Learning Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.048090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a2f0693-225e-425f-be98-e5ee3b8ee8e0 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.793798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fbaaebf8-6eb4-4edd-bb80-100a251447ba · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.775051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 24d54347-b32b-4909-8d2a-676534c23e7b · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.757857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9fe610b-9758-407f-ad1b-07345874c062 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.740646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1b2ed1b6-06db-4b7b-8811-b67d307d8823 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.723121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d70c7ad7-89f8-4363-9336-af94827faf3b · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.087435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35fb923a-5101-4a0b-8076-1717bfc27d02 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.692832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 48395cba-d4b6-4181-8cc3-d2ffa7575399 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.675386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7785548-8eb2-4f5c-baca-7c351f986017 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.657687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 03b4220d-b2ef-4e29-9659-3fd832c0f028 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.639797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 39ccf360-72d8-4289-9659-273a55cfcaff · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.620941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cee6671f-4a2c-4f41-be41-8e5718edc4f3 · outbound

This paper cites Y.; et al.

Learn How to Query from Unlabeled Data Streams in Federated Learning Y.; et al

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:14:17.599860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 103101e0-3f5c-4b35-92fb-74735a09cc30 · outbound

This paper cites A.; and Amato, C.

Learn How to Query from Unlabeled Data Streams in Federated Learning A.; and Amato, C

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:14:17.579038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c4410c7d-5955-4ce2-ae91-61764e89d975 · outbound

This paper cites S.; Farquhar, G.; Foerster, J.

Learn How to Query from Unlabeled Data Streams in Federated Learning S.; Farquhar, G.; Foerster, J

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:14:17.558442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2e253987-e677-4107-9619-3f5c73270758 · outbound

This paper cites R.; Albarqouni, S.; Bakas, S.; Galtier, M.

Learn How to Query from Unlabeled Data Streams in Federated Learning R.; Albarqouni, S.; Bakas, S.; Galtier, M

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:14:17.538128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6a85183a-d392-4788-b059-dc454b705164 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Learn How to Query from Unlabeled Data Streams in Federated Learning DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.142982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28edad63-e1fa-4f56-b1ea-c59c4cc66a75 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.518611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8923f0ba-af47-44d9-857a-bad18dc3f179 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.154861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d14243-6655-44bb-bf1d-3d04ca44c14d · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.484985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 80ccf86d-e847-4d10-9118-3edfc28fa42c · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.465662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aa02d391-7525-4014-9402-b47383b6dd5a · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.171309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33ecba0c-1e3d-4fcc-8631-5a63ca1a8e2a · outbound

This paper cites StarCraft II: A New Challenge for Reinforcement Learning.

Learn How to Query from Unlabeled Data Streams in Federated Learning StarCraft II: A New Challenge for Reinforcement Learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T18:14:17.176638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49a1804f-0c06-49ba-aaf8-bb11a2bbdd8f · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.435742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 78b5c7e9-6d15-4ae6-96d7-be79d1a7b375 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.416701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 029db233-8df7-4035-a8d7-7501de62fb8f · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.395385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cb9f19ef-7cb0-4c38-92b9-405111f56cdc · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.376095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c7524aaa-25bb-4f5a-b222-348b0aec8e1d · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.358342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 147a5855-d70f-4c02-b92f-14f8c4f59dd2 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.339318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e8d91314-2b15-41f2-a2d9-11125eb84722 · outbound

This paper cites an unresolved cited work.

Learn How to Query from Unlabeled Data Streams in Federated Learning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:14:17.321333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.