Paper Citation Record · LEDGER

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.22733.

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

pith.paper-citation-record.v1
2607.22733 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:59:38.856205Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

16 of 16 outbound references displayed

verified exact4
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05a0bba9-4c93-4c5e-b629-b4c3a3a0d9e1 · outbound

This paper cites Learning structured output representation using deep conditional generative models.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Learning structured output representation using deep conditional generative models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:37.240133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30fd832c-ea9e-470f-b01f-ea77f31f748c · outbound

This paper cites de Jong, and Andreea I.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement de Jong, and Andreea I

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:37.370858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e133fa37-0b81-4ab8-af3c-8e680e29e561 · outbound

This paper cites Chuang, Ozan Özdenizci, and Albrecht Schmidt.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Chuang, Ozan Özdenizci, and Albrecht Schmidt

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:37.489485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d84478b4-aa39-4365-ab34-9a5e4d5796d9 · outbound

This paper cites an unresolved cited work.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-01T11:04:08.354029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f329a224-35ad-4f5f-ae40-ed02a49af9e8 · outbound

This paper cites Zoppis, and Sara L.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Zoppis, and Sara L

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:37.768115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80cc0e22-5fb7-4245-89b3-c66024470947 · outbound

This paper cites V AEEG: Variational auto-encoder for extracting EEG representation.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement V AEEG: Variational auto-encoder for extracting EEG representation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:37.877738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c379036e-fc5e-4db1-8e64-e99b99230476 · outbound

This paper cites Structure-preserving EEG augmentation via Riemannian conditional generative adversarial networks.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Structure-preserving EEG augmentation via Riemannian conditional generative adversarial networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.004605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86a2e850-798c-4c0a-8d68-1fa17529b69f · outbound

This paper cites Williams, Damian Weinhardt, Jasper Hewson, Martyna B.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Williams, Damian Weinhardt, Jasper Hewson, Martyna B

Reference 8

Resolution: verified exact; doi, observed 2026-08-01T11:04:08.246772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation beaddcc3-590e-4b8a-a762-cb49a23104b6 · outbound

This paper cites Trans-cV AE-GAN: Transformer-based cV AE-GAN for high-fidelity EEG signal generation.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Trans-cV AE-GAN: Transformer-based cV AE-GAN for high-fidelity EEG signal generation

Reference 9

Resolution: verified exact; doi, observed 2026-08-01T11:04:08.163442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5b33e43-9930-480b-9487-5e6c18e15539 · outbound

This paper cites Soft-DTW: a Differentiable Loss Function for Time-Series.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Soft-DTW: a Differentiable Loss Function for Time-Series

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.291951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation effd137b-1a12-4525-8a08-3374f68b70f4 · outbound

This paper cites an unresolved cited work.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.334588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffe7fce5-6429-4bbf-a235-48d04c075b6b · outbound

This paper cites CoV AE: Consistency training of variational autoen- coders, 2025.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement CoV AE: Consistency training of variational autoen- coders, 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.480195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a38c3c5e-93ec-4f20-b930-9ac8bb3ad699 · outbound

This paper cites RA VE: A variational autoencoder for fast and high- quality neural audio synthesis, 2021.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement RA VE: A variational autoencoder for fast and high- quality neural audio synthesis, 2021

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.580393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d9ca994-4899-4eeb-8034-185f7daa3d3d · outbound

This paper cites A fully automated trial selection method for optimization of motor imagery based brain-computer interface.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement A fully automated trial selection method for optimization of motor imagery based brain-computer interface

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.726700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6b2de05-3029-42af-8a64-d0c5a89f37b5 · outbound

This paper cites Visualizing data using t-SNE.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Visualizing data using t-SNE

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:38.856205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44af7813-d0e2-48aa-bac1-65d6e83da108 · outbound

This paper cites an unresolved cited work.

Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement Unresolved cited work

Reference 2018

Resolution: verified exact; doi, observed 2026-08-01T11:04:08.069535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.