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Paper Citation Record · LEDGER

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps

As of 12 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 0 inbound Pith citation observations for arXiv:2412.12844.

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

pith.paper-citation-record.v1
2412.12844 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:44:46.866542Z

measured 93 of 93 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 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

93 of 93 outbound references displayed

  • verified exact7
  • verified fuzzy28
  • unresolved52
  • parse uncertain0
  • malformed identifier5
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e01f61f-8ef0-466f-8cff-a6b2d6c2b9a7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 2

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Observation e9f265a7-b2db-4bca-86d8-d107ef5c53a6 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 3

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Observation 6198f641-960b-4a42-b38d-943912c51c5e · outbound

This paper cites Federated Learning with Non-IID Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Learning with Non-IID Data

Reference 4

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Observation 3e2e1216-2662-49c8-8bdb-96fd314e250b · outbound

This paper cites Itahara, T.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Itahara, T

Reference 5

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Observation 2c87775b-9da7-40e5-86c4-ef4f9c79f656 · outbound

This paper cites Collins, H.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Collins, H

Reference 6

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Observation 515eaa46-ea2a-40d1-a427-b3c74e7e3950 · outbound

This paper cites Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Reference 7

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Observation 371391c4-f316-4d67-a9d3-f923683b0939 · outbound

This paper cites XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning

Reference 8

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Observation 3945bd92-a3ff-47ae-bdf4-3e8dc32905b9 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-11T13:44:46.643597Z digest=sha256:b3c2e1f14be2e16e3751506891037d18cb6d3a4662e18993991a9a9da80ed68b

Observation 533a6838-7aed-4713-a892-2b76555b7940 · outbound

This paper cites Multiwavelength campaign on Mrk 509 XIV. Chandra HETGS spectra.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Multiwavelength campaign on Mrk 509 XIV. Chandra HETGS spectra

Reference 10

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Observation f6e43095-72ba-4e15-9cb7-c16e747fcca5 · outbound

This paper cites Leroy, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Leroy, A

Reference 11

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Observation 8a4f28dc-08f2-4e65-af1a-230135e0e294 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-11T13:44:46.653329Z digest=sha256:35a0b4c0fd3557061b495f08af5d0f105141970b6c4b2dae8511b8f05ead1eff

Observation 2eeee36c-f315-44a8-9798-3f4a6028666c · outbound

This paper cites Jiang, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Jiang, J

Reference 13

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Observation 4e8276a3-ad9d-4681-891e-a0dee3e86f07 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 14

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Observation f06bec75-5412-44de-9cd6-5f36cc0f9850 · outbound

This paper cites Smith, C.-K.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Smith, C.-K

Reference 15

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Observation 2111dfe3-e70f-4005-a2cb-ce7e36f9ec4d · outbound

This paper cites Robust Federated Learning in a Heterogeneous Environment.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Robust Federated Learning in a Heterogeneous Environment

Reference 16

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Observation bd64313d-161a-4105-a4ea-e7d6cece61d7 · outbound

This paper cites Federated learning with hierarchical clustering of local updates to improve training on non-IID data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated learning with hierarchical clustering of local updates to improve training on non-IID data

Reference 17

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

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Observation 46199372-b469-496a-b803-997649a037bd · outbound

This paper cites Axelrod, Structure of Decision: the Cognitive Maps of Political Elites, Princeton University Press, Princeton, New Jersey, 1976.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Axelrod, Structure of Decision: the Cognitive Maps of Political Elites, Princeton University Press, Princeton, New Jersey, 1976

Reference 18

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Observation 2871ee52-8662-4979-a279-bb4695abb0d1 · outbound

This paper cites Salmeron, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, J

Reference 19

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Observation de42e702-aa46-495f-b9de-3a3b3bf64ff9 · outbound

This paper cites Kosko, Fuzzy cognitive maps, International Journal of Man-Machine Studies 24 (1) (1986) 65–75.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Kosko, Fuzzy cognitive maps, International Journal of Man-Machine Studies 24 (1) (1986) 65–75

Reference 20

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Observation d2a46d1f-49e3-4026-bbe8-bd915bb10a33 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 21

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Observation 44d60215-54fe-4902-9b7e-a699cd24a3e7 · outbound

This paper cites Lopez, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Lopez, J

Reference 22

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Observation e4c9261a-b60b-47d2-b83f-dbe4764cff18 · outbound

This paper cites Napoles, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Napoles, J

Reference 23

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Observation 9439dcd4-2e24-44b9-aec2-e791f0a84d57 · outbound

This paper cites Rahimi, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Rahimi, M

Reference 24

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Observation 5430f6a2-541e-4263-987c-41bb1b59039b · outbound

This paper cites Guerrero-Gomez-Olmedo, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Guerrero-Gomez-Olmedo, J

Reference 25

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Observation cf05164a-1b1d-49aa-bdb0-2e13782635b8 · outbound

This paper cites Salmeron, Augmented fuzzy cognitive maps for modelling lms critical success factors, Knowledge-Based Systems 4 (22) (2009) 275–278.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, Augmented fuzzy cognitive maps for modelling lms critical success factors, Knowledge-Based Systems 4 (22) (2009) 275–278

Reference 26

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Observation 0eab194b-a80c-427b-b34f-11373f529eb5 · outbound

This paper cites Salmeron, Modelling grey uncertainty with fuzzy grey cognitive maps, Expert Systems with Applications 12 (37) (2010) 7581–7588.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, Modelling grey uncertainty with fuzzy grey cognitive maps, Expert Systems with Applications 12 (37) (2010) 7581–7588

Reference 27

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Observation 241b901b-6b96-4c92-b705-9f16229a4ddf · outbound

This paper cites Schneider, E.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Schneider, E

Reference 28

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Observation f89fefb8-701e-4717-835b-ee700dc69e5b · outbound

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Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 29

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Observation 365f319e-6bb2-4d69-9211-20348a381bfa · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 30

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

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Observation 3ad49e46-f3e0-485c-81d4-7043c5814522 · outbound

This paper cites Napoles, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Napoles, J

Reference 31

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

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Observation a456e0f1-d927-42b9-b60d-10f200bfaa9b · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 32

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

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Observation 50079066-2c39-4f60-841b-ff1fbf642a50 · outbound

This paper cites Froelich, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Froelich, J

Reference 33

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Observation 91d6da06-a8b4-4f5a-a77a-6034ac9f3461 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 34

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Observation adda690b-2e23-417c-8e73-befe98c0b8a7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 35

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

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Observation aad23196-027b-43c0-b3b2-82133124a4b3 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 36

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

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Observation e778b886-62bd-41da-8c94-63294f47e9da · outbound

This paper cites Kosko, Fuzzy engineering, Prentice-Hall, Inc., 1996.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Kosko, Fuzzy engineering, Prentice-Hall, Inc., 1996

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.946359Z

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.

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Observation 80a0b907-a402-4d5b-9252-c36b41ff0922 · outbound

This paper cites Stach, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Stach, L

Reference 38

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.939046Z

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.

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Observation 9c9caf8b-3b67-4ac2-8804-9a8336d5ab41 · outbound

This paper cites Papageorgiou, C.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Papageorgiou, C

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.930932Z

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.

source=pdf_text observed=2026-08-11T13:44:46.723385Z digest=sha256:44212dc56214ff9df4d2db8a37a9b0e2c43633e30f49f6610e24bb57e41e7d77

Observation 8b6ad543-e811-4906-ba29-943fe1650de0 · outbound

This paper cites V ´azquez-Huerga, A balanced di fferential learning algorithm in fuzzy cognitive maps, Proceedings of the 16th International Workshop on Qual- itative Reasoning 2002 (2002).

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps V ´azquez-Huerga, A balanced di fferential learning algorithm in fuzzy cognitive maps, Proceedings of the 16th International Workshop on Qual- itative Reasoning 2002 (2002)

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.923823Z

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.

source=pdf_text observed=2026-08-11T13:44:46.725203Z digest=sha256:4ae13f546b731a30655f75893b5d50b88966e07a9e960fc93c745fdbe735ef15

Observation d9afdd06-01e2-4230-952c-a8a171413b13 · outbound

This paper cites Konar, U.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Konar, U

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.915393Z

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.

source=pdf_text observed=2026-08-11T13:44:46.726916Z digest=sha256:cc7f456bdc65df23594151666a6b2a4309154dd649bb421e5d41c487c436cacc

Observation 43045fad-6e53-43f2-a7a9-c281f6afcf14 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.907550Z

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.

source=pdf_text observed=2026-08-11T13:44:46.729695Z digest=sha256:d45bf3ccf73708bf632dbc6a1b37ff2535e2a8a60c972296d2f5b47d68e66ea6

Observation 4585409b-a596-45f9-b527-4a8625bcc13f · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.900195Z

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.

source=pdf_text observed=2026-08-11T13:44:46.732438Z digest=sha256:675b3c68eec3d677d4b369d01418a6ee7d1185561af559127342c8383c730a52

Observation 4ac085a6-1620-4931-90cc-aec25bb64e61 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.894541Z

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.

source=pdf_text observed=2026-08-11T13:44:46.734320Z digest=sha256:56907a94ae3d0adbef83c4fdeec512c55fd4ae25ebb0436d062868ad87c0be04

Observation 94560210-5645-47c0-9b11-c070d9346129 · outbound

This paper cites Stach, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Stach, L

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.882257Z

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.

source=pdf_text observed=2026-08-11T13:44:46.739413Z digest=sha256:019f4b694c5b92c10aec442cfe02f3ff5927ca1584147c073d53df88a6918a5f

Observation 3ab963c8-9845-44ad-a8c1-335f4e64dfd0 · outbound

This paper cites Poczeta, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Poczeta, A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.874980Z

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.

source=pdf_text observed=2026-08-11T13:44:46.741611Z digest=sha256:9c142435be7d9bac815f199d18cf6f79fa10dba32e9fcb653d66f82af110ac44

Observation 27536199-986b-4aa3-94eb-72b6766b7972 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.867507Z

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.

source=pdf_text observed=2026-08-11T13:44:46.743924Z digest=sha256:5ddcb8020087abe731a3ed1166f3366d1e01b0fb3ce709201a6be4a248429957

Observation 47e39a28-3318-4082-81a5-78afa314318d · outbound

This paper cites Computational Meth- ods in Sciences and Engineering.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Computational Meth- ods in Sciences and Engineering

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.860995Z

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.

source=pdf_text observed=2026-08-11T13:44:46.746736Z digest=sha256:1217de91d5c6ec2e209ea0bf6472fbbfadd34054a6bf924aaf080f1160522475

Observation efd779ac-87a1-4c6b-a814-995c75a7140a · outbound

This paper cites Ghazanfari, S.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ghazanfari, S

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.854515Z

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.

source=pdf_text observed=2026-08-11T13:44:46.750039Z digest=sha256:ecb9dbcc31d5694b11405e6e5164131e7948cf0edeb68f6b6c77295e84595cb2

Observation 544bfab6-4f07-45e4-ad3b-c0fd00838cb7 · outbound

This paper cites Alizadeh, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Alizadeh, M

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.848067Z

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.

source=pdf_text observed=2026-08-11T13:44:46.753361Z digest=sha256:53be59cd8838c2e2ae96f27ccb8ca2fc1edc533473fd35b21c7584730e4c144b

Observation 1f0191e6-0daa-4ba6-9dd4-35af6b6fbbe3 · outbound

This paper cites Alizadeh, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Alizadeh, M

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.841420Z

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.

source=pdf_text observed=2026-08-11T13:44:46.755622Z digest=sha256:ad52900dfd72650a1c1be98b829295a3bfac7b12a8bad84e5801ca8ecbc81e2e

Observation f12716c1-a928-4e06-9b9b-99cb04430d55 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.834941Z

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.

source=pdf_text observed=2026-08-11T13:44:46.758377Z digest=sha256:7a308dd8b23c40846dbd17965d4fce036273d2a07540d6b8b61ee328cdab8274

Observation c576586d-484c-4899-924d-2acb891a904f · outbound

This paper cites Juszczuk, W.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Juszczuk, W

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.828691Z

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.

source=pdf_text observed=2026-08-11T13:44:46.761799Z digest=sha256:1bd9603f394cea52bdec14c45706975b8016c6622c6d0f49a794b0ae675c8128

Observation c1f05902-0c2a-4583-8116-edfa90119683 · outbound

This paper cites Lin, An immune algorithm for complex fuzzy cognitive map partition- ing, in: Proceedings of the first ACM /SIGEVO Summit on Genetic and Evolutionary Computation, ACM, 2009, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Lin, An immune algorithm for complex fuzzy cognitive map partition- ing, in: Proceedings of the first ACM /SIGEVO Summit on Genetic and Evolutionary Computation, ACM, 2009, pp

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.822768Z

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.

source=pdf_text observed=2026-08-11T13:44:46.765068Z digest=sha256:86599063c7f7d8d8f7a87e6183a21be791569a457e7a1d1b5abae22e24c531a0

Observation 4d179ae1-1cb4-4b74-9ed9-503ba93016e2 · outbound

This paper cites Yesil, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Yesil, L

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.814669Z

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.

source=pdf_text observed=2026-08-11T13:44:46.767294Z digest=sha256:a5d7c3820554ca4b558eae5b84302578440275a359147a5072dc9e0e90140c36

Observation fdd961d9-7217-47f3-8aad-8de4a41dacd7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.806484Z

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.

source=pdf_text observed=2026-08-11T13:44:46.769646Z digest=sha256:b56d2e4ee484daa6a22fd3785f50afbaee2cae366a5dbb410b0db4133637da9b

Observation c1af9b00-81b7-49a0-a153-4876b9aaa83c · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.798915Z

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.

source=pdf_text observed=2026-08-11T13:44:46.772189Z digest=sha256:28850a885daddc0d2a1a5d1df47d4e5ab03992a3aadca97a77f4dacd29eb026e

Observation 1be16440-711c-47d2-a72c-8756c24dad96 · outbound

This paper cites Baykasoglu, Z.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Baykasoglu, Z

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.791072Z

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.

source=pdf_text observed=2026-08-11T13:44:46.774940Z digest=sha256:84e62ed372ecb1e5d0e3a28014f5ba9cc87f3184837a67a0e3bd58362d8094ff

Observation 18327565-3220-49ce-b336-df50aa56a642 · outbound

This paper cites Yesil, C.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Yesil, C

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.782801Z

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.

source=pdf_text observed=2026-08-11T13:44:46.777422Z digest=sha256:1487591d15c02f651075850376ee4bf5999dd81904dc3ff50fbb8b40fdc6a7ca

Observation 20eb1382-28df-4df2-a607-4dd77fc41930 · outbound

This paper cites Ahmadi, N.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ahmadi, N

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.775505Z

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.

source=pdf_text observed=2026-08-11T13:44:46.779766Z digest=sha256:a48fa0b32e25ecb286579cd56cbec583ca9c6901607e7c75be1061f22fb6c431

Observation 5389d958-f3de-4b90-8a38-ebbc19380b84 · outbound

This paper cites Ahmadi, N.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ahmadi, N

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.768187Z

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.

source=pdf_text observed=2026-08-11T13:44:46.782665Z digest=sha256:128bc03d8c397f7e263049e5ff5543078ba904fbf9f4e5d5576b2fe980867c2a

Observation c3c7bcdd-dd4f-466e-b7cb-14c586d09220 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.761256Z

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.

source=pdf_text observed=2026-08-11T13:44:46.785252Z digest=sha256:3fb735054ef904d3077972db1c0bc9413c46925ea9be3ad7c24895b9ca06e671

Observation 506f578c-7647-4627-a23f-8de104bd0bf0 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.753630Z

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.

source=pdf_text observed=2026-08-11T13:44:46.787581Z digest=sha256:3bf2537a0bbac718e75fc236a3dcfd26e301aaf322f28cc45312261a63fc0756

Observation 770a3c44-1d66-4486-9215-77cc0ecee4e9 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.746557Z

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.

source=pdf_text observed=2026-08-11T13:44:46.790679Z digest=sha256:7c7d06339ca71ad3bca6cfc618bc18e5dd39ec897d22e8387cb4d2cacd290fe1

Observation 5b0a671b-5036-431b-8787-260077d3f905 · outbound

This paper cites Ren, Learning fuzzy cognitive maps by a hybrid method using nonlin- ear hebbian learning and extended great deluge algorithm., in: MAICS, 2012, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ren, Learning fuzzy cognitive maps by a hybrid method using nonlin- ear hebbian learning and extended great deluge algorithm., in: MAICS, 2012, pp

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.739708Z

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.

source=pdf_text observed=2026-08-11T13:44:46.793272Z digest=sha256:e2ea9402ae1e0500e14cc1423bc5b3190da504e07f15b1694d2447bcd88688dc

Observation c61c9097-4a31-4fe6-9cf7-5a8918b75bd0 · outbound

This paper cites Vanhoenshoven, G.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Vanhoenshoven, G

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.731922Z

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.

source=pdf_text observed=2026-08-11T13:44:46.796475Z digest=sha256:e0e44ab97d63dd3748d777743ab2572ea3001b6e3e7e061ac1b9e983c33f6103

Observation 42990c18-5254-41f3-b6e1-5f2a6856772d · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.725180Z

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.

source=pdf_text observed=2026-08-11T13:44:46.799202Z digest=sha256:afc73828ab9cd140fdf9fa4b1dd55c6c6cf864a2f5cdd1618eda1c0db7ee47cf

Observation a1dea426-da94-418b-9e6e-9a4daf952f97 · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.801801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.801801Z digest=sha256:c80c7badb6c50030cf42d31bc21952a22df4db5b26e7f202f688494c1239ce6a

Observation 9ce97ab6-89f4-4237-9dee-cc0c744037ac · outbound

This paper cites McMahan, D.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps McMahan, D

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.716192Z

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.

source=pdf_text observed=2026-08-11T13:44:46.804383Z digest=sha256:662b257936d96bb50815db72c15e68bd075e9913fc0f211fbc36c32c22c6e1a3

Observation a6d8eb6c-73dd-4972-84a7-a94b69584966 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.707875Z

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.

source=pdf_text observed=2026-08-11T13:44:46.806678Z digest=sha256:a73a12241280854ea78536d5faea7c21dc6dbe4ebc6a7b8fe8507bcfc8bf70d9

Observation 2fbecefd-5848-45fc-ab93-b4e623fd255c · outbound

This paper cites Gascon, P.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Gascon, P

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.809691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.809691Z digest=sha256:ec711eefa49794c38c9002435247c71be93570914e1724151da92d3fecc229f5

Observation c4e65a00-1a84-4577-8568-9d928f5d9af8 · outbound

This paper cites Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.813175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.813175Z digest=sha256:031df659e2ac06a5acd2e6cf94f89d9c82415205b9aa7f6df6c701614dcf13f0

Observation e87df7e4-c866-408c-bc0b-bc300d49a7bc · outbound

This paper cites Federated Forest.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Forest

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.286580Z

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.

source=pdf_text observed=2026-08-11T13:44:46.815728Z digest=sha256:8672616c09176568957a523352c1ae5430bbc598e760c6f4a71e88c750ffa66f

Observation cb0204bd-f0de-4266-b6f1-daacae621a72 · outbound

This paper cites SecureBoost: A Lossless Federated Learning Framework.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps SecureBoost: A Lossless Federated Learning Framework

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.818012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.818012Z digest=sha256:20ce02c149e2f41c25a31316aef6874e4dbcc923c9dbe47a39fbfaa17a78f0d8

Observation 62c501a1-38ed-4818-a0e7-06e02e112162 · outbound

This paper cites Large-Scale Secure XGB for Vertical Federated Learning.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Large-Scale Secure XGB for Vertical Federated Learning

Reference 75

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.272793Z

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.

source=pdf_text observed=2026-08-11T13:44:46.820094Z digest=sha256:50d62c769a33777f71898effdaa376b4812072a092360bace7b243d2aacf13f8

Observation 5a0322b0-1876-4c6e-850e-0a60a4445eef · outbound

This paper cites An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization

Reference 76

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.263957Z

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.

source=pdf_text observed=2026-08-11T13:44:46.822085Z digest=sha256:f11dfa080cbf23b3f33fc8838f308e66f7a96ebd4c526983be60b83b1d3f2e7c

Observation f969a4fc-8a4e-41e9-a1fa-55ce9f1bd390 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.700868Z

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.

source=pdf_text observed=2026-08-11T13:44:46.824205Z digest=sha256:a3535d9c0f157688e53b02b693c1ba849b685734cc28055578e1c6d46c9d642e

Observation c83e004d-b9c7-44b7-9a6e-770a68f8f811 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 78

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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.

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Observation f63eb5a4-6f7b-44e5-a368-cb159d5c65bb · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 79

Resolution
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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.

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Observation 927a9fcf-34a2-4b93-b7d9-931673534796 · outbound

This paper cites Bagdasaryan, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Bagdasaryan, A

Reference 80

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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.

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Observation 820189d8-b96e-4661-8cd3-a5a8124d216e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 81

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8a463bfe-2b3e-4512-8134-1e0a7bb27f50 · outbound

This paper cites Deep Learning with Differential Privacy.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Deep Learning with Differential Privacy

Reference 82

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4b7a3d4d-ed90-45e9-8277-2a1b48657b77 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 83

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4222f5c0-b48d-41eb-b57c-aab5ce7ba8dd · outbound

This paper cites Ar ´evalo, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ar ´evalo, J

Reference 84

Resolution
verified fuzzy
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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.

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Observation a1124dc5-0c6d-4e57-af3f-078e18b38a42 · outbound

This paper cites HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography

Reference 85

Resolution
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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.

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Observation cdfb74d7-a14a-4e98-acde-d6838747d6a2 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.659199Z

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.

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Observation f8eae841-b627-4995-b7f9-c614bed55551 · outbound

This paper cites SecureBoost: A Lossless Federated Learning Framework.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps SecureBoost: A Lossless Federated Learning Framework

Reference 87

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:46.897686Z

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.

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Observation 78ae1c5f-5aa5-4b23-a98b-af36e8132e8e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.650896Z

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.

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Observation a901c95c-0250-40be-9ffe-10ce6aa75710 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.855427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.855427Z digest=sha256:6549392bb655479fb86195b1402fad0c61d577e27ec056305a6214a6db1b8231

Observation 903b1fd3-f4eb-4aa2-abf8-f0c8e2e58689 · outbound

This paper cites Communication-Efficient Learning of Deep Networks from Decentralized Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Communication-Efficient Learning of Deep Networks from Decentralized Data

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.858302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7149ace0-df41-4b73-9807-0aa00c9f8f9e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.641909Z

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.

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Observation a70a70ff-e34b-4195-bf6a-9af466414a42 · outbound

This paper cites PMLB v1.0: An open source dataset collection for benchmarking machine learning methods.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps PMLB v1.0: An open source dataset collection for benchmarking machine learning methods

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.863377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.863377Z digest=sha256:4d5d396ad76078b4b040a532888037c7c1aea761f01f66909f885f20f7ff8c7d

Observation 079fbcee-bcef-4da2-a891-ae1af179ad6a · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 93

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.866542Z digest=sha256:753c8ca20f9a163f0e3c14b1144647f98bb5b9ca06a9921c2ad43df3daa26d02

Observation 963c48c9-f560-4ee5-a850-b89baa854492 · outbound

This paper cites 1, IEEE, 2005, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps 1, IEEE, 2005, pp

Reference 2005

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.889052Z

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.

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Pith citing papers

No inbound Pith citation observations are available.