Paper Citation Record · LEDGER

The Impact of Cut Layer Selection in Split Federated Learning

As of 12 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 3 inbound Pith citation observations for arXiv:2412.15536.

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

pith.paper-citation-record.v1
2412.15536 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:24:24.557601Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T11:46:52.338683Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:16:15.701047Z

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy7
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0253ca2d-46e6-4924-8c8a-e6671958b344 · outbound

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

The Impact of Cut Layer Selection in Split Federated Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.375601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8798a53a-24b8-450b-96c1-cd9371cc9e2f · outbound

This paper cites write newline.

The Impact of Cut Layer Selection in Split Federated Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.380102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 545572fc-3d1e-4220-8a80-61a2f7fc206a · outbound

This paper cites Federated Learning with Personalization Layers.

The Impact of Cut Layer Selection in Split Federated Learning Federated Learning with Personalization Layers

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.384776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae52e30-a6f2-491f-a8a2-8aafc2fc8941 · outbound

This paper cites S.; Chen, R.; Mela, T.; Olshevsky, A.; Paschalidis, I.

The Impact of Cut Layer Selection in Split Federated Learning S.; Chen, R.; Mela, T.; Olshevsky, A.; Paschalidis, I

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:25.078405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 96bb55a4-94ae-4ce5-a40f-00fd8fa9af2b · outbound

This paper cites Expanding the Reach of Federated Learning by Reducing Client Resource Requirements.

The Impact of Cut Layer Selection in Split Federated Learning Expanding the Reach of Federated Learning by Reducing Client Resource Requirements

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.393956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d756462a-d7d7-4e0e-95ab-57705a3c3fc3 · outbound

This paper cites AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning.

The Impact of Cut Layer Selection in Split Federated Learning AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T11:24:24.663577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88ee654a-c0ec-445f-b1c7-679353f1c4ee · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:25.067133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c2f8dbd5-6e17-4142-b9cc-b2b47c44e3bd · outbound

This paper cites B.; Wang, W.; and Bennis, M.

The Impact of Cut Layer Selection in Split Federated Learning B.; Wang, W.; and Bennis, M

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:25.055253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b0a981d7-bb9a-4f8d-b042-c3f4d2846740 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:25.044877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cadfaca8-f2d3-4270-90fa-28524ec13289 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:25.034884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 46dd5bc9-252a-4a9a-8b73-a9c03b57a2ff · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:25.024736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8a468a55-b221-41fc-9cc7-99c95780e8a0 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:25.014151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e1728851-5e59-4f87-83d5-deeef83b90f7 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.425528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf6b49f-84ad-4d92-a7b2-082e74b3d1f5 · outbound

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

The Impact of Cut Layer Selection in Split Federated Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.429414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00df68bd-8abb-4427-9e79-f08c2cae117d · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.996824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4f3e1fb1-82e3-4b66-83ce-f706c0a59781 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.987072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 74fceb19-7141-4a1a-9cd1-79fab0528d5b · outbound

This paper cites P.; Kale, S.; Mohri, M.; Reddi, S.; Stich, S.; and Suresh, A.

The Impact of Cut Layer Selection in Split Federated Learning P.; Kale, S.; Mohri, M.; Reddi, S.; Stich, S.; and Suresh, A

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.439222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51f19ef-6122-4a05-9ddf-9c2541ea01b5 · outbound

This paper cites A.; Shejwalkar, V.; Houmansadr, A.; and Anwar, F.

The Impact of Cut Layer Selection in Split Federated Learning A.; Shejwalkar, V.; Houmansadr, A.; and Anwar, F

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:24.969414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c7918786-041a-450d-9f66-9d02d8e9fd44 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.444872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90f0432-b34d-4d81-a0db-e9dfab602181 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.448124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38882844-b4a7-4b51-a380-1cefb9615e30 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.944201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 58dcb6d3-b920-4f54-a8af-217f9f058757 · outbound

This paper cites S.; Chen, X.; He, Z.; Fan, D.; and Chakrabarti, C.

The Impact of Cut Layer Selection in Split Federated Learning S.; Chen, X.; He, Z.; Fan, D.; and Chakrabarti, C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:24.934347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0d19082c-0c79-408f-a0a0-52b7a8717241 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.456976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b3ea75-54c4-4526-87c3-72c004d8dbf1 · outbound

This paper cites K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V.

The Impact of Cut Layer Selection in Split Federated Learning K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.460161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ce73f6f-45e0-4a2e-a9bd-d895798e53e1 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.910615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3723fbb4-ed89-469b-b74a-6ab04e79623a · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.901063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 76b4924f-ff0b-45c0-aae6-0b5e5dcb88fa · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.889999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8f5ce322-b75e-4488-8214-316bd2806347 · outbound

This paper cites U.; and Jaggi, M.

The Impact of Cut Layer Selection in Split Federated Learning U.; and Jaggi, M

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.472533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1810faeb-bddd-451d-be6c-38e8040525c0 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.475671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee793ac4-3f80-4805-9977-275526502c84 · outbound

This paper cites Large Language Models: A Survey.

The Impact of Cut Layer Selection in Split Federated Learning Large Language Models: A Survey

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.478659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12085706-a31a-47c1-875b-22fb98cad5ef · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.866257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0af6fd85-cc3b-4cad-b2c7-16d87cb979bc · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.855314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 276f0d2b-1d60-4383-8c60-ae7606859838 · outbound

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

The Impact of Cut Layer Selection in Split Federated Learning FedSplitX: Federated Split Learning for Computationally-Constrained Heterogeneous Clients

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.489701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb5e23e8-b98c-4afb-8a46-e84458bf2ac4 · outbound

This paper cites H.; Saeedi, P.; and Baji \'c , I.

The Impact of Cut Layer Selection in Split Federated Learning H.; Saeedi, P.; and Baji \'c , I

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:24.844794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bbf7dfb5-dfbc-48e5-90fe-106d191641eb · outbound

This paper cites Detailed comparison of communication efficiency of split learning and federated learning.

The Impact of Cut Layer Selection in Split Federated Learning Detailed comparison of communication efficiency of split learning and federated learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.497821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29d3436a-d18a-41af-ab82-d8d930db071e · outbound

This paper cites M.; Kim, M.-H.; Chung, T.-M.; Huang, C.; and Liu, X.

The Impact of Cut Layer Selection in Split Federated Learning M.; Kim, M.-H.; Chung, T.-M.; Huang, C.; and Liu, X

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:24.834114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1f303fe2-d0c2-4fa4-9bf0-e365d81ae820 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.823780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34a6a45d-62e0-41f6-ae60-3daea73c15ef · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.508086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c33b1ea3-85d6-4a9a-9391-75b620d363b4 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.806031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 64d739f4-e00e-4b9f-b172-7e2096eddd09 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.795528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d076db28-44c3-48e7-ad9d-4d3cf75d027f · outbound

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

The Impact of Cut Layer Selection in Split Federated Learning Split learning for health: Distributed deep learning without sharing raw patient data

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.518228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3d0bc9-9f86-4cbb-aba0-1a40fa0546d7 · outbound

This paper cites K.; Makaya, C.; He, T.; and Chan, K.

The Impact of Cut Layer Selection in Split Federated Learning K.; Makaya, C.; He, T.; and Chan, K

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:24:24.785922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 96e6468a-9ad3-4746-90e5-a568680df9c5 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.776993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1a341845-8e68-4796-b594-4e9c72c7dda8 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.767395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 285aea84-d8b9-4c32-a7e5-4f52c616e2c0 · outbound

This paper cites E.; Patel, K.

The Impact of Cut Layer Selection in Split Federated Learning E.; Patel, K

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.532853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d23ea2b-164c-43df-936a-e712cfe8484b · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.750590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad3999ab-30b5-49a5-a6a5-42e483e3eec0 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.739196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bdd3e99f-5c24-43b6-8ca3-e688e87a091e · outbound

This paper cites SplitGNN: Splitting GNN for Node Classification with Heterogeneous Attention.

The Impact of Cut Layer Selection in Split Federated Learning SplitGNN: Splitting GNN for Node Classification with Heterogeneous Attention

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.542573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9733c685-703e-451c-8cbd-8486cb2d5082 · outbound

This paper cites Robust Split Federated Learning for U-shaped Medical Image Networks.

The Impact of Cut Layer Selection in Split Federated Learning Robust Split Federated Learning for U-shaped Medical Image Networks

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T11:24:24.545770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc9b8db-c78d-4123-b16b-a2c63c22220b · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.727983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9bda3349-3cd8-4b7c-ae56-5590ea4a6c73 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.716818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 12d1df85-be17-4c43-926b-dd54fb914372 · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.706223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8358defb-635a-4142-a996-2f35db1df19e · outbound

This paper cites an unresolved cited work.

The Impact of Cut Layer Selection in Split Federated Learning Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:24:24.695400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation d0b7812c-237c-4832-83db-764a67aea13b · inbound

Fast AI Model Partition for Split Learning over Edge Networks cites this paper.

Fast AI Model Partition for Split Learning over Edge Networks The Impact of Cut Layer Selection in Split Federated Learning

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:47:10.411213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 64a95df8-ab80-4423-9133-116a68cdbeb1 · inbound

QSplitFL: Capability Aware Deep Q-Learning for Optimal Split Point Selection in Split Federated Learning cites this paper.

QSplitFL: Capability Aware Deep Q-Learning for Optimal Split Point Selection in Split Federated Learning The Impact of Cut Layer Selection in Split Federated Learning

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:16:15.702608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3140bf24-5494-423f-81ef-16913802acda · inbound

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage cites this paper.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage The Impact of Cut Layer Selection in Split Federated Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.338683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.