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Paper Citation Record · LEDGER

Collaborative Split Federated Learning with Parallel Training and Aggregation

As of 17 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2504.15724.

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

pith.paper-citation-record.v1
2504.15724 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:23:54.369914Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy17
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63974429-f12b-4abd-83f7-afc0cce1f8ec · outbound

This paper cites Advances in Neural Information Processing Systems 35, 10572–10586 (2022).

Collaborative Split Federated Learning with Parallel Training and Aggregation Advances in Neural Information Processing Systems 35, 10572–10586 (2022)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.647732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.286461Z digest=sha256:8d1496da9988300972aeaeed59aba40d918d72e83a30f8599a291e6a03721145

Observation 96908329-d93e-4803-a1bc-7fc1fc4a93a3 · outbound

This paper cites IEEE Internet of Things Journal (2023).

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Internet of Things Journal (2023)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.635637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.290555Z digest=sha256:c89f004b3abc1d35575e2bb0ccafd053ecec0220e9e03bbeafa636008cf1c12c

Observation 4a8147f2-1c14-4033-876b-6227f4b9b70b · outbound

This paper cites In: ICML 2021 workshop on federated learning for user privacy and data confidentiality.

Collaborative Split Federated Learning with Parallel Training and Aggregation In: ICML 2021 workshop on federated learning for user privacy and data confidentiality

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.622976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.294101Z digest=sha256:3bba4acd433f9fec6a16796229af7df882ff30887b125491f98d5bfb1901f363

Observation 442a4baf-6fc1-4e8c-bea9-74095858cd7d · outbound

This paper cites IEEE Internet of Things Journal9(1), 1–24 (2021).

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Internet of Things Journal9(1), 1–24 (2021)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.611555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.297872Z digest=sha256:b379cacfb67f37d733f89561b0992ca05692f1f5250888ca95236395e7005a54

Observation a3f5868f-f233-4472-9b0d-93986941aca0 · outbound

This paper cites IEEE Transac- tions on Neural Networks and Learning Systems34(12), 10374–10386 (2022) 14 Yiannis Papageorgiou et al.

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Transac- tions on Neural Networks and Learning Systems34(12), 10374–10386 (2022) 14 Yiannis Papageorgiou et al

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.600410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.302012Z digest=sha256:d3a3502f99fb4241cd8fcea726345672b6585eafdcbf6dacbf2f3e86f2c4399a

Observation 0fe64c5b-8023-4e2b-9bf2-82b1c77e7981 · outbound

This paper cites In: 2023IEEE Wireless Communications and Networking Conference (WCNC).

Collaborative Split Federated Learning with Parallel Training and Aggregation In: 2023IEEE Wireless Communications and Networking Conference (WCNC)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.589098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.305611Z digest=sha256:52c133f0e7e80d690baa443d03161d95bcdca2821578eeaf18309a20f49898aa

Observation dfd5fe3f-0c41-4595-a030-c0368956982c · outbound

This paper cites AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks.

Collaborative Split Federated Learning with Parallel Training and Aggregation AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T11:23:54.309218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:23:54.309218Z digest=sha256:de523006b6661fe4a99a51c787aaf7d393ccac39abfba75d5f5be5e60d867bf6

Observation a14a206a-3e6f-4fe0-bdfd-4c8840e54f94 · outbound

This paper cites IEEE Transactions on Mobile Computing (2024).

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Transactions on Mobile Computing (2024)

Reference 8

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raw_fallback, observed 2026-08-16T11:23:54.577868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.313001Z digest=sha256:60350ef38f160c0fe426756a7f56fd5082a632a791406b82034a167f68b70d92

Observation 6817c56d-d2f5-4938-8234-35f5288d2ab2 · outbound

This paper cites In: Artificial intelligence and statistics.

Collaborative Split Federated Learning with Parallel Training and Aggregation In: Artificial intelligence and statistics

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T11:23:54.317107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:23:54.317107Z digest=sha256:0facdee27b7c45d21518bec476404d652f0ea6a6babcee7bdc1abb4978b129ca

Observation d6841392-e176-4c39-959c-bd9310b01f1d · outbound

This paper cites In: International conference on machine learning.

Collaborative Split Federated Learning with Parallel Training and Aggregation In: International conference on machine learning

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.560508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.320614Z digest=sha256:5d3597d6573f852f68be0b3600d83e24dbf5635fe7fdcab0c3c58647407144a3

Observation 2a74da76-1b8d-4db8-bda9-6d8ec613ea0c · outbound

This paper cites In: Proceedings of the ACM Web Conference 2022.

Collaborative Split Federated Learning with Parallel Training and Aggregation In: Proceedings of the ACM Web Conference 2022

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.549418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.323906Z digest=sha256:274d0d3ca1b01073845c37935e80d83458a528101afda1335442c543d165c5a5

Observation fbcba72d-7175-430c-832d-91bb415535e8 · outbound

This paper cites an unresolved cited work.

Collaborative Split Federated Learning with Parallel Training and Aggregation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:23:54.538428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.327656Z digest=sha256:6c2463278da8f3d5d99fa2194fc6b6ad0b1a01efae1a30e8cf3e12d002fcd020

Observation 17b278ca-8792-42c3-b819-03118fe5129b · outbound

This paper cites Computer Networks218, 109380 (2022).

Collaborative Split Federated Learning with Parallel Training and Aggregation Computer Networks218, 109380 (2022)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.528108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.331185Z digest=sha256:bd7cee116d256395e02ae4d7c880614bdc292005d5e2f5b4dbfefd6713d888a1

Observation 35c89b54-ac75-4239-9815-36b179e2d99e · outbound

This paper cites FedSplitX: Federated Split Learning for Computationally-Constrained Heterogeneous Clients.

Collaborative Split Federated Learning with Parallel Training and Aggregation FedSplitX: Federated Split Learning for Computationally-Constrained Heterogeneous Clients

Reference 14

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unresolved
no resolver link, observed 2026-08-16T11:23:54.334419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:23:54.334419Z digest=sha256:2242214638ecface2f82c0ea717db10ae06891a49afbf4521a254bd454db45db

Observation eece4bfb-1b49-475f-b9f3-2adc8c606b3c · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Collaborative Split Federated Learning with Parallel Training and Aggregation In: Proceedings of the AAAI conference on artificial intelligence

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.517228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.338098Z digest=sha256:70d7b7826a0abc3b76b289555af724b05c3241c93542bf9a1b972faeeb985c96

Observation 3dcb211f-8018-4685-b01c-572ec97d3611 · outbound

This paper cites MP-SL: Multihop Parallel Split Learning.

Collaborative Split Federated Learning with Parallel Training and Aggregation MP-SL: Multihop Parallel Split Learning

Reference 16

Resolution
metadata mismatch
local_arxiv, observed 2026-08-16T11:23:54.414498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.341526Z digest=sha256:412e5efdb7b48f5e5f6b04ada2e0351972e1bf5d0f41e4835879f68461529d28

Observation 749b9efc-9f49-4ac5-b00e-b4c9a19249b3 · outbound

This paper cites IEEE INFOCOM 2024-IEEE Conference on Computer Communications pp.

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE INFOCOM 2024-IEEE Conference on Computer Communications pp

Reference 17

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raw_fallback, observed 2026-08-16T11:23:54.506466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.345505Z digest=sha256:a09369b1b3902a19a9f4af123d625b2ae0ff50d22eb62e79475ebc23e1de1eb6

Observation e4920278-5bf8-44d5-b0be-27c00b1b711e · outbound

This paper cites Split learning for health: Distributed deep learning without sharing raw patient data.

Collaborative Split Federated Learning with Parallel Training and Aggregation Split learning for health: Distributed deep learning without sharing raw patient data

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T11:23:54.349053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:23:54.349053Z digest=sha256:657d936cb604c3a1bf5692cdb69d52c6c8f14a60f7b4bc2f7cd90d89093ea09a

Observation b7c79bbc-22e2-4fc3-9e1a-80114837be03 · outbound

This paper cites IEEE Journal on Selected Areas in Com- munications 40(2), 626–640 (2021).

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Journal on Selected Areas in Com- munications 40(2), 626–640 (2021)

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.494594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.352748Z digest=sha256:014d45261a7d278388d8524a0a692ed77564127c86a478509476b688ed33f224

Observation 9da02d32-c60c-4b60-9454-3d2da911dbd7 · outbound

This paper cites Computer Networks 220, 109490 (2023).

Collaborative Split Federated Learning with Parallel Training and Aggregation Computer Networks 220, 109490 (2023)

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.483426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.356039Z digest=sha256:e1c7372b24ecf3e918e72644919819bcbb5290cf833f6f91a4780322d156d7e5

Observation 24d40ea1-da12-47c6-80e6-1591587de62e · outbound

This paper cites IEEE Journal on Selected Areas in Communications41(4), 1051–1066 (2023).

Collaborative Split Federated Learning with Parallel Training and Aggregation IEEE Journal on Selected Areas in Communications41(4), 1051–1066 (2023)

Reference 21

Resolution
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raw_fallback, observed 2026-08-16T11:23:54.472606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.359822Z digest=sha256:9cd322ac4e162468b8ab947c4987d561654a8208731f783608655025196c937f

Observation d2c72259-d8ce-4c97-b750-54b2ff2066c4 · outbound

This paper cites Computer Science Review50, 100595 (2023).

Collaborative Split Federated Learning with Parallel Training and Aggregation Computer Science Review50, 100595 (2023)

Reference 22

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raw_fallback, observed 2026-08-16T11:23:54.461602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.363282Z digest=sha256:3d90fc393244783333fe897fb988ec08be4ed51a416334b8ff222a1394d1a9c5

Observation f72e2bad-e2e4-4b19-b721-b86cd8f36f1a · outbound

This paper cites ACM Computing Surveys56(3), 1–44 (2023).

Collaborative Split Federated Learning with Parallel Training and Aggregation ACM Computing Surveys56(3), 1–44 (2023)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:23:54.450936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:23:54.366594Z digest=sha256:ecb6d77c04a7dcc45530e50c884c3bc7f36e34b1ba0cd7b2ca00265f8c4c5ab9

Observation 7af32e61-5e6d-4b0b-a79a-340e84edd7a8 · outbound

This paper cites Knowledge-Based Systems 216, 106775 (2021).

Collaborative Split Federated Learning with Parallel Training and Aggregation Knowledge-Based Systems 216, 106775 (2021)

Reference 24

Resolution
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no resolver link, observed 2026-08-16T11:23:54.369914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:23:54.369914Z digest=sha256:9fd8d39da8d9eb9e224aa42936b7cd31929aec8044dc5bf26d9660f2c7b54fb5

Pith citing papers

No inbound Pith citation observations are available.