Paper Citation Record · LEDGER

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation

As of 18 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2412.20250.

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

pith.paper-citation-record.v1
2412.20250 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:28:17.137831Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:20:19.621168Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T15:20:19.789152Z

Reference resolution

20 of 20 outbound references displayed

verified exact1
verified fuzzy12
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8cd9322a-984d-4a20-a255-1b9fcb88e834 · outbound

This paper cites The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.046824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1667ac6-b089-4ba2-8a40-a35aed9b2871 · outbound

This paper cites the cancer imaging archive.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation the cancer imaging archive

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:18.108388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 08a88291-33e8-470b-93ae-138309d63259 · outbound

This paper cites The cancer imaging archive286 (2017).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation The cancer imaging archive286 (2017)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:18.002075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 308d9cb5-6253-4736-bb00-6b13cc294e39 · outbound

This paper cites Scientific data 4(1), 1–13 (2017).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Scientific data 4(1), 1–13 (2017)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.062428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5876237f-305b-43d8-8a69-14c8606058d6 · outbound

This paper cites org/10.5281/zenodo.6362409.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation org/10.5281/zenodo.6362409

Reference 5

Resolution: verified exact; doi, observed 2026-08-10T23:28:17.176286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2fe9be49-290b-4462-9627-b5fc4d0494e3 · outbound

This paper cites International Journal of Machine Learning and Cybernetics pp.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation International Journal of Machine Learning and Cybernetics pp

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.875590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14492f33-445e-4a29-892b-525f681a7a69 · outbound

This paper cites Foundations and Trends® in Machine Learning 14(1–2), 1–210 (2021).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Foundations and Trends® in Machine Learning 14(1–2), 1–210 (2021)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.783684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e166f12d-11b7-4c9f-b028-7cd7c3d4d099 · outbound

This paper cites In: Crimi, A., Bakas, S.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation In: Crimi, A., Bakas, S

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.745687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63dc5b8a-0e9a-46e4-8020-b9349ee81fc6 · outbound

This paper cites IEEE signal processing magazine37(3), 50–60 (2020).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation IEEE signal processing magazine37(3), 50–60 (2020)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.086757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 693a5c99-63cf-42b5-84f2-a7943c22480e · outbound

This paper cites In: Artificial intelligence and statistics.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation In: Artificial intelligence and statistics

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.091263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c8c8fe1-a65a-4cfd-b55d-2cbc2c84f107 · outbound

This paper cites IEEE transactions on medical imaging 34(10), 1993–2024 (2014) 12 Khan et al., 2024.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation IEEE transactions on medical imaging 34(10), 1993–2024 (2014) 12 Khan et al., 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.694653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cdc692cf-fa84-44ca-bf33-4386a620a04b · outbound

This paper cites In: ICC 2019-2019 IEEE international conference on communications (ICC).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation In: ICC 2019-2019 IEEE international conference on communications (ICC)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.649369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d121242-323b-4511-afcd-277a21ec5f6e · outbound

This paper cites The Federated Tumor Segmentation (FeTS) Challenge.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation The Federated Tumor Segmentation (FeTS) Challenge

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.104925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72a4b2b8-8611-48e3-9464-8fdcbae906d4 · outbound

This paper cites OpenFL: An open-source framework for Federated Learning.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation OpenFL: An open-source framework for Federated Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.110013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9f3e335-841a-4c9a-976f-c80293eadb92 · outbound

This paper cites IEEE transactions on neural networks and learning systems32(8), 3710–3722 (2020).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation IEEE transactions on neural networks and learning systems32(8), 3710–3722 (2020)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.566410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d9ec17c-e7ae-4181-9484-9566728170bb · outbound

This paper cites IEEE transactions on neural net- works and learning systems31(9), 3400–3413 (2019).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation IEEE transactions on neural net- works and learning systems31(9), 3400–3413 (2019)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.500810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation efc28abb-dd26-4772-9d41-7b7fff4035ba · outbound

This paper cites In: Proceedings of the 12th ACM workshop on artificial intelligence and security.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation In: Proceedings of the 12th ACM workshop on artificial intelligence and security

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.433186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dfbec970-f3db-4b82-a523-2925b138346d · outbound

This paper cites IEEE Internet of Things Journal7(7), 6360–6368 (2020).

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation IEEE Internet of Things Journal7(7), 6360–6368 (2020)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.347918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 232cb185-06b0-4aad-83d0-196e8b7d5ce6 · outbound

This paper cites Federated Learning with Non-IID Data.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Federated Learning with Non-IID Data

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T23:28:17.132241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb4a52a3-b98f-4966-b782-b1c007350888 · outbound

This paper cites Computer Networks p.

Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Computer Networks p

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:28:17.268146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 4dec2255-d085-471e-b8da-c3830f9d7cd6 · inbound

Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation cites this paper.

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:20:19.795045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.