Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T04:47:01.508732Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T04:47:01.508732Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d34302e5-cf3b-4d51-938e-05c46598fb7f · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Brain–computer interfaces for communication an d control,
Reference 1
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.
Observation db4591ec-0ace-4ee4-8cca-f6bb117126af · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Motor imagery and direc t brain- computer communication,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e3e9a0f-cc51-4a8f-9ad5-5410df74c625 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Transfer learning for motor imagery based brain-computer interfaces: A tutorial,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b856c4e8-73e6-459e-81e7-a99c84879eb9 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-Preserving Brain-Com puter Interfaces: A Systematic Review,
Reference 4
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.
Observation fe50f2d1-34e0-4627-acbf-97d7719b3762 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federated machine l earning: Concept and applications,
Reference 5
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.
Observation f46aee59-077f-4357-ac7c-5f2e1e68c64a · outbound
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
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.
Observation 3e68df4c-9e57-45fa-abe9-43b35e1ae09e · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Communication-Efficient Learning of Deep Networks from De central- ized Data,
Reference 7
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.
Observation 050b0c66-51ad-4540-b12d-3588d355fe5e · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces FedBN: Fede rated Learning on Non-IID Features via Local Batch Normalization ,
Reference 8
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.
Observation 18c390da-826b-4619-8869-a5b6c33888ca · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Batch normalization: Accelera ting deep network training by reducing internal covariate shift,
Reference 9
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.
Observation 0e59b1d2-7920-47bd-b8b1-f67bed1f31f6 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Shar pness-aware Minimization for Efficiently Improving Generalization,
Reference 10
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.
Observation 827dc2a1-26db-4dd8-967c-8d8fc2985e5a · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-preserving mach ine learning: Threats and solutions,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16ba7129-c6e0-4c24-8274-175f71b3c75d · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-Preserving Machine Learning: Methods, Challenges and Directions
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02492422-ee0f-43d4-81a9-3e0ba24a2336 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy preserving extreme learning machin e using additively homomorphic encryption,
Reference 13
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.
Observation 5f2b1920-e7a2-4755-8024-3fdd24698e25 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Common randomness in infor mation theory and cryptography. I. Secret sharing,
Reference 14
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.
Observation 7f9b60e9-bc34-43e2-88ef-3a0bdc517919 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Protecting Privacy of Us ers in Brain-Computer Interface Applications,
Reference 15
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.
Observation 5af1c6cd-6add-46a9-a0a3-62f701404442 · outbound
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
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.
Observation 42bc2e0f-aa9b-43d8-9009-f3d0fbfe7fa2 · outbound
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
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.
Observation 6c3741b9-07b5-40fe-9c5c-d2544b305aa6 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Privacy-preserving domain adaptation for motor imagery-based brain-computer interf aces,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d42d586-a5c6-4cb9-93e0-1c68dadbb7e5 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Lightweight source-free transfer f or privacy- preserving motor imagery classification,
Reference 19
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.
Observation 04671d88-3e42-4568-8841-2ebd6a63bc9b · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Multi-source decentraliz ed transfer for privacy-preserving BCIs,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ecb8c7a-7104-4abf-8639-6b20e44c4602 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federated Optimization in Heterogeneous Networks,
Reference 21
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.
Observation 9851b45c-9229-4df5-b74e-a1e68680d0f6 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Scaffold: Stochastic controlled averaging for fe derated learn- ing,
Reference 22
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.
Observation fbbc0313-df53-4a47-a4e1-59dade6f5fdb · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ac5b620-ce36-4351-8c7b-15c6574e3746 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Adaptive Federated Optimizati on,
Reference 24
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.
Observation cf94fef0-1ce5-48c0-b1d7-7babca1d5737 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Accele rated federated learning with decoupled adaptive optimization,
Reference 25
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.
Observation a4bd71a5-2311-49be-895e-fb75fd4e93a9 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Federa ted Transfer Learning for EEG Signal Classification,
Reference 26
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.
Observation 5ae46eb2-2945-448b-b466-8afaf956d4c8 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning
Reference 27
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.
Observation 9649cf3e-e20d-40a8-a561-849366a12c90 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Improving gen eralization in federated learning by seeking flat minima,
Reference 28
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.
Observation 619c5eec-c7b7-4ea1-a4de-eff165cbb0e7 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Generali zed federated learning via sharpness aware minimization,
Reference 29
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.
Observation c28345a7-6594-4a29-a183-785c87df4a47 · outbound
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
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.
Observation 61b8fff8-2e48-47fe-82f5-4aae0d5bea64 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Review of the BCI Competition IV,
Reference 31
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.
Observation 40c7f7d0-484b-4b8e-83c4-3173058e08f2 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04609e3d-3d63-4f56-b1f8-5ce6414b727b · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Autocalibration and Recurrent Adaptation: Towards a Plug and Play Online ERD-BCI,
Reference 33
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.
Observation 891f4832-74c1-4357-98cb-416f98b7a0a3 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces MOABB: trustworthy algor ithm bench- marking for BCIs,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52ba9e6c-cc74-4f79-a6e8-e8b53b66085a · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Model-Contrastive Federated Learning,
Reference 35
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.
Observation 5f80eb3a-f2d8-4b95-bb3a-0b47244fcfc0 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces FedFA: Federated Feature Aug mentation,
Reference 36
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.
Observation 9d87fff4-9922-469c-a914-ef455d36a544 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Fe derated domain generalization with generalization adjustment,
Reference 37
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.
Observation 00ba9aca-f6b2-414a-88e3-bc000862ca69 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c22435f-4fde-4546-98de-f97296c06adb · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Unresolved cited work
Reference 39
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.
Observation 2243b31a-b090-4a6d-9011-97a5c2069f71 · outbound
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
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.
Observation a0277181-bbf5-4c90-9ab7-f2aef1a9cbb9 · outbound
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
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.
Observation 29526da2-4b0d-4434-9c60-7b52c7e35d22 · outbound
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
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.
Observation 2cda85e6-649e-4381-927e-d47e79d24fa4 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Visualizing data using t-SNE,
Reference 43
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.
Observation f929deff-ff69-40ca-a0a7-d405eb7fc121 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Quantify- ing the separability of data classes in neural networks,
Reference 44
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.
Observation 1a7a9648-7f04-4300-83ca-413e802f6248 · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces On the surp rising behavior of distance metrics in high dimensional space,
Reference 45
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.
Observation 432a4de2-9041-4e51-8a62-d6cbe39e7aad · outbound
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Affective brain-com puter interfaces (aBCIs): A tutorial,
Reference 46
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.
No inbound Pith citation observations are available.