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Paper Citation Record · LEDGER

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces

As of 22 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2412.01079.

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

pith.paper-citation-record.v1
2412.01079 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:47:01.508732Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

46 of 46 outbound references displayed

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  • unresolved11
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d34302e5-cf3b-4d51-938e-05c46598fb7f · outbound

This paper cites Brain–computer interfaces for communication an d control,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Brain–computer interfaces for communication an d control,

Reference 1

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verified fuzzy
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Source-reported events for the cited work

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Observation db4591ec-0ace-4ee4-8cca-f6bb117126af · outbound

This paper cites Motor imagery and direc t brain- computer communication,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Motor imagery and direc t brain- computer communication,

Reference 2

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Unavailable: canonical work link unavailable.

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Observation 6e3e9a0f-cc51-4a8f-9ad5-5410df74c625 · outbound

This paper cites Transfer learning for motor imagery based brain-computer interfaces: A tutorial,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Transfer learning for motor imagery based brain-computer interfaces: A tutorial,

Reference 3

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no resolver link, observed 2026-08-12T04:47:01.351110Z

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Unavailable: canonical work link unavailable.

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Observation b856c4e8-73e6-459e-81e7-a99c84879eb9 · outbound

This paper cites Privacy-Preserving Brain-Com puter Interfaces: A Systematic Review,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-Preserving Brain-Com puter Interfaces: A Systematic Review,

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation fe50f2d1-34e0-4627-acbf-97d7719b3762 · outbound

This paper cites Federated machine l earning: Concept and applications,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federated machine l earning: Concept and applications,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f46aee59-077f-4357-ac7c-5f2e1e68c64a · outbound

This paper cites A Survey on Federated Learning Systems: Vision, Hype and Re ality for Data Privacy and Protection,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces A Survey on Federated Learning Systems: Vision, Hype and Re ality for Data Privacy and Protection,

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3e68df4c-9e57-45fa-abe9-43b35e1ae09e · outbound

This paper cites Communication-Efficient Learning of Deep Networks from De central- ized Data,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Communication-Efficient Learning of Deep Networks from De central- ized Data,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 050b0c66-51ad-4540-b12d-3588d355fe5e · outbound

This paper cites FedBN: Fede rated Learning on Non-IID Features via Local Batch Normalization ,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces FedBN: Fede rated Learning on Non-IID Features via Local Batch Normalization ,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 18c390da-826b-4619-8869-a5b6c33888ca · outbound

This paper cites Batch normalization: Accelera ting deep network training by reducing internal covariate shift,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Batch normalization: Accelera ting deep network training by reducing internal covariate shift,

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 0e59b1d2-7920-47bd-b8b1-f67bed1f31f6 · outbound

This paper cites Shar pness-aware Minimization for Efficiently Improving Generalization,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Shar pness-aware Minimization for Efficiently Improving Generalization,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 827dc2a1-26db-4dd8-967c-8d8fc2985e5a · outbound

This paper cites Privacy-preserving mach ine learning: Threats and solutions,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-preserving mach ine learning: Threats and solutions,

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:47:01.382321Z digest=sha256:7b0a06d48932fe3a259f3753e2868b47947d6b13e97c80c86efbe2da36c30eba

Observation 16ba7129-c6e0-4c24-8274-175f71b3c75d · outbound

This paper cites Privacy-Preserving Machine Learning: Methods, Challenges and Directions.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-Preserving Machine Learning: Methods, Challenges and Directions

Reference 12

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no resolver link, observed 2026-08-12T04:47:01.385847Z

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source=pdf_text observed=2026-08-12T04:47:01.385847Z digest=sha256:4c7cf155769bae12e24bd55bfbfefdab4e71288e5bc5c35aee09bdee1c84be3d

Observation 02492422-ee0f-43d4-81a9-3e0ba24a2336 · outbound

This paper cites Privacy preserving extreme learning machin e using additively homomorphic encryption,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy preserving extreme learning machin e using additively homomorphic encryption,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5f2b1920-e7a2-4755-8024-3fdd24698e25 · outbound

This paper cites Common randomness in infor mation theory and cryptography. I. Secret sharing,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Common randomness in infor mation theory and cryptography. I. Secret sharing,

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.900072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 7f9b60e9-bc34-43e2-88ef-3a0bdc517919 · outbound

This paper cites Protecting Privacy of Us ers in Brain-Computer Interface Applications,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Protecting Privacy of Us ers in Brain-Computer Interface Applications,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.889228Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5af1c6cd-6add-46a9-a0a3-62f701404442 · outbound

This paper cites Source data- absent unsupervised domain adaptation through hypothesis transf er and labeling transfer,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Source data- absent unsupervised domain adaptation through hypothesis transf er and labeling transfer,

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 42bc2e0f-aa9b-43d8-9009-f3d0fbfe7fa2 · outbound

This paper cites Transfer learning for EEG-ba sed brain- computer interfaces: A review of progress made since 2016,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Transfer learning for EEG-ba sed brain- computer interfaces: A review of progress made since 2016,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 6c3741b9-07b5-40fe-9c5c-d2544b305aa6 · outbound

This paper cites Privacy-preserving domain adaptation for motor imagery-based brain-computer interf aces,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-preserving domain adaptation for motor imagery-based brain-computer interf aces,

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4d42d586-a5c6-4cb9-93e0-1c68dadbb7e5 · outbound

This paper cites Lightweight source-free transfer f or privacy- preserving motor imagery classification,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Lightweight source-free transfer f or privacy- preserving motor imagery classification,

Reference 19

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raw_fallback, observed 2026-08-12T04:47:01.847416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 04671d88-3e42-4568-8841-2ebd6a63bc9b · outbound

This paper cites Multi-source decentraliz ed transfer for privacy-preserving BCIs,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Multi-source decentraliz ed transfer for privacy-preserving BCIs,

Reference 20

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Unavailable: canonical work link unavailable.

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Observation 8ecb8c7a-7104-4abf-8639-6b20e44c4602 · outbound

This paper cites Federated Optimization in Heterogeneous Networks,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federated Optimization in Heterogeneous Networks,

Reference 21

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9851b45c-9229-4df5-b74e-a1e68680d0f6 · outbound

This paper cites Scaffold: Stochastic controlled averaging for fe derated learn- ing,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Scaffold: Stochastic controlled averaging for fe derated learn- ing,

Reference 22

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation fbbc0313-df53-4a47-a4e1-59dade6f5fdb · outbound

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

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 23

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Observation 6ac5b620-ce36-4351-8c7b-15c6574e3746 · outbound

This paper cites Adaptive Federated Optimizati on,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Adaptive Federated Optimizati on,

Reference 24

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation cf94fef0-1ce5-48c0-b1d7-7babca1d5737 · outbound

This paper cites Accele rated federated learning with decoupled adaptive optimization,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Accele rated federated learning with decoupled adaptive optimization,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.794530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation a4bd71a5-2311-49be-895e-fb75fd4e93a9 · outbound

This paper cites Federa ted Transfer Learning for EEG Signal Classification,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federa ted Transfer Learning for EEG Signal Classification,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.782838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5ae46eb2-2945-448b-b466-8afaf956d4c8 · outbound

This paper cites Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning

Reference 27

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9649cf3e-e20d-40a8-a561-849366a12c90 · outbound

This paper cites Improving gen eralization in federated learning by seeking flat minima,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Improving gen eralization in federated learning by seeking flat minima,

Reference 28

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 619c5eec-c7b7-4ea1-a4de-eff165cbb0e7 · outbound

This paper cites Generali zed federated learning via sharpness aware minimization,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Generali zed federated learning via sharpness aware minimization,

Reference 29

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raw_fallback, observed 2026-08-12T04:47:01.760193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation c28345a7-6594-4a29-a183-785c87df4a47 · outbound

This paper cites Exceeding chance level by c hance: The caveat of theoretical chance levels in brain signal classifi cation and statistical assessment of decoding accuracy,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Exceeding chance level by c hance: The caveat of theoretical chance levels in brain signal classifi cation and statistical assessment of decoding accuracy,

Reference 30

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raw_fallback, observed 2026-08-12T04:47:01.749150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 61b8fff8-2e48-47fe-82f5-4aae0d5bea64 · outbound

This paper cites Review of the BCI Competition IV,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Review of the BCI Competition IV,

Reference 31

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raw_fallback, observed 2026-08-12T04:47:01.738126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 40c7f7d0-484b-4b8e-83c4-3173058e08f2 · outbound

This paper cites Random forests in non-invasive sensorimotor rhythm brain-comput er interfaces: a practical and convenient non-linear classifier,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Random forests in non-invasive sensorimotor rhythm brain-comput er interfaces: a practical and convenient non-linear classifier,

Reference 32

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no resolver link, observed 2026-08-12T04:47:01.459402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:47:01.459402Z digest=sha256:e40a8c8cd703560c96427b628466397dc0f463ea8aa4a557483731cdd2c0cc31

Observation 04609e3d-3d63-4f56-b1f8-5ce6414b727b · outbound

This paper cites Autocalibration and Recurrent Adaptation: Towards a Plug and Play Online ERD-BCI,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Autocalibration and Recurrent Adaptation: Towards a Plug and Play Online ERD-BCI,

Reference 33

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raw_fallback, observed 2026-08-12T04:47:01.720648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:47:01.462809Z digest=sha256:77c562afba03e2ea70723cd9365ce951ff401e58ca2cd1ef483c2f4493ee8824

Observation 891f4832-74c1-4357-98cb-416f98b7a0a3 · outbound

This paper cites MOABB: trustworthy algor ithm bench- marking for BCIs,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces MOABB: trustworthy algor ithm bench- marking for BCIs,

Reference 34

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unresolved
no resolver link, observed 2026-08-12T04:47:01.466230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 52ba9e6c-cc74-4f79-a6e8-e8b53b66085a · outbound

This paper cites Model-Contrastive Federated Learning,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Model-Contrastive Federated Learning,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.702317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5f80eb3a-f2d8-4b95-bb3a-0b47244fcfc0 · outbound

This paper cites FedFA: Federated Feature Aug mentation,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces FedFA: Federated Feature Aug mentation,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.690906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9d87fff4-9922-469c-a914-ef455d36a544 · outbound

This paper cites Fe derated domain generalization with generalization adjustment,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Fe derated domain generalization with generalization adjustment,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.680113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 00ba9aca-f6b2-414a-88e3-bc000862ca69 · outbound

This paper cites EEGNet: a compact convolutional neural net work for EEG-based brain–computer interfaces,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces EEGNet: a compact convolutional neural net work for EEG-based brain–computer interfaces,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T04:47:01.480255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:47:01.480255Z digest=sha256:1542659869295b83d6fc67df8ddfc3327bec5235d74d2b7c0c33c8944f8b4dac

Observation 4c22435f-4fde-4546-98de-f97296c06adb · outbound

This paper cites an unresolved cited work.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:47:01.662343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 2243b31a-b090-4a6d-9011-97a5c2069f71 · outbound

This paper cites Evaluation of hyperparam- eter optimization in machine and deep learning methods for d ecoding imagined speech eeg,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Evaluation of hyperparam- eter optimization in machine and deep learning methods for d ecoding imagined speech eeg,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.651761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation a0277181-bbf5-4c90-9ab7-f2aef1a9cbb9 · outbound

This paper cites Transfer Learning for Brain-Computer I nterfaces: A Euclidean Space Data Alignment Approach,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Transfer Learning for Brain-Computer I nterfaces: A Euclidean Space Data Alignment Approach,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.640760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 29526da2-4b0d-4434-9c60-7b52c7e35d22 · outbound

This paper cites Controlling the false di scovery rate: a practical and powerful approach to multiple testing,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Controlling the false di scovery rate: a practical and powerful approach to multiple testing,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.628314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 2cda85e6-649e-4381-927e-d47e79d24fa4 · outbound

This paper cites Visualizing data using t-SNE,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Visualizing data using t-SNE,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.616511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:47:01.497827Z digest=sha256:d134fc5523b0f3bb51e01ae9719922080b2cceb1d72517db3059b8af7fe0ebe2

Observation f929deff-ff69-40ca-a0a7-d405eb7fc121 · outbound

This paper cites Quantify- ing the separability of data classes in neural networks,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Quantify- ing the separability of data classes in neural networks,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.605186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:47:01.501276Z digest=sha256:63626ceb86ee0d273cd96872b798f3e084cd9a3c508089c8a744993d5b8b1ae3

Observation 1a7a9648-7f04-4300-83ca-413e802f6248 · outbound

This paper cites On the surp rising behavior of distance metrics in high dimensional space,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces On the surp rising behavior of distance metrics in high dimensional space,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.593882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T04:47:01.505301Z digest=sha256:b4064521d08e28cb6d1dea2fbe700a03c0afd1938f8226acac0b38573809b2be

Observation 432a4de2-9041-4e51-8a62-d6cbe39e7aad · outbound

This paper cites Affective brain-com puter interfaces (aBCIs): A tutorial,.

Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Affective brain-com puter interfaces (aBCIs): A tutorial,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:47:01.582458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Pith citing papers

No inbound Pith citation observations are available.