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Paper Citation Record · LEDGER

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection

As of 14 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2412.14522.

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

pith.paper-citation-record.v1
2412.14522 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:12:52.422729Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba616b4e-5259-4f1a-9f0a-de964ee46b3a · outbound

This paper cites Global, regional, and national burden of neurological disorders, 1990–2016: a systematic analysis for the global burden of disease study 2016.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Global, regional, and national burden of neurological disorders, 1990–2016: a systematic analysis for the global burden of disease study 2016

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.285437Z digest=sha256:27a5c437925f6656b99b9737900635439b5586a3aac3ab138819ad2c52a741ec

Observation 7c1ff0b0-d102-46d5-bfc7-ade0f420749d · outbound

This paper cites Burden of neurological disorders across the us from 1990-2017: a global burden of disease study.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Burden of neurological disorders across the us from 1990-2017: a global burden of disease study

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.862906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation bc2aa4f8-7819-47cc-bf33-e39f404551b3 · outbound

This paper cites Diagnosis and prognosis of mental disorders by means of eeg and deep learning: a systematic mapping study.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Diagnosis and prognosis of mental disorders by means of eeg and deep learning: a systematic mapping study

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.847600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.295854Z digest=sha256:4236503aafdeffe1eea8e82183bd5e461034eb6179936a78391d83b4bb0ac4fa

Observation babaeef5-e7c5-4f14-87a9-1273c25cc2b5 · outbound

This paper cites A comprehensive survey on the detection, classification, and challenges of neurological disorders.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection A comprehensive survey on the detection, classification, and challenges of neurological disorders

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.832698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.300723Z digest=sha256:0cf3ae78ba9db0c065f31ebf6108fa97621327b66e29bbad3371be2897395e12

Observation 4893cc86-cded-4496-b07f-4852bffb45e8 · outbound

This paper cites Feature extraction by using deep learning: A survey.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Feature extraction by using deep learning: A survey

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.817509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.305388Z digest=sha256:ea1257a04fd14799445499db45242badfeb89a7833c56380c09e01c617ace27d

Observation ff70c4f9-4726-4f0d-a76e-6503b8528706 · outbound

This paper cites Feature extraction and classification for eeg signals using wavelet transform and machine learning techniques.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Feature extraction and classification for eeg signals using wavelet transform and machine learning techniques

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.801548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.310788Z digest=sha256:f0e9b9b44abc9568802a124f5cab16ae67ff8be91d2f32e14b34b3381c93e6db

Observation ea3ee5e9-4e28-4fe4-a3bc-0b4541f4555d · outbound

This paper cites Survey on the research direction of eeg-based signal processing.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Survey on the research direction of eeg-based signal processing

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.785683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.316614Z digest=sha256:1cfa397e7d275229442f5acde04414fe9d9cca20fe5fb90e796eaebb802e2dc6

Observation 87466b56-6831-475d-aecd-e5c29612a231 · outbound

This paper cites Feature extraction of epilepsy eeg using discrete wavelet transform.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Feature extraction of epilepsy eeg using discrete wavelet transform

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.769832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.321099Z digest=sha256:5a87873e28d25b7f512876ab2b3e6311a256753dbcf6e7e71de9bb16ec620d4e

Observation 12b58986-8e7a-4cce-863f-4af7197391b7 · outbound

This paper cites Classification of eeg signal using wavelet transform and support vector machine for epileptic seizure diction.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Classification of eeg signal using wavelet transform and support vector machine for epileptic seizure diction

Reference 9

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raw_fallback, observed 2026-08-11T12:12:52.753776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.325829Z digest=sha256:4ec0aa56c73b34261fc1b4de5fd926c34b59855824587addd6b46d2601e14722

Observation 5253b160-8467-4b99-8772-7d44b18228c8 · outbound

This paper cites Motor imagery eeg signal classification with a multivariate time series approach.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Motor imagery eeg signal classification with a multivariate time series approach

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.737998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.330599Z digest=sha256:15b896c9fb840291187af6778bf6c170a996df353b2e9785dd1557ebcfbbf5e0

Observation baa02be3-1b14-48eb-bfcd-b2cf6033088f · outbound

This paper cites Epileptic seizure detection in long-term eeg recordings by using wavelet-based directed transfer function.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Epileptic seizure detection in long-term eeg recordings by using wavelet-based directed transfer function

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.723130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e44beb56-ea5c-4264-bb1b-d456d0c7854a · outbound

This paper cites Eeg conformer: Convolutional transformer for eeg decoding and visualization.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Eeg conformer: Convolutional transformer for eeg decoding and visualization

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.705698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.341091Z digest=sha256:5165eae7f3325d9e4fc9c7d3863cd1401b81e6c2b7b5092a7a7967ff6176bf10

Observation 5d81e21a-11be-49e5-b1fa-209da319f698 · outbound

This paper cites A transformer- based approach combining deep learning network and spatial-temporal information for raw eeg classification.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection A transformer- based approach combining deep learning network and spatial-temporal information for raw eeg classification

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.690452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.346108Z digest=sha256:f13ff42ee2e12eafaed024da9d4589016c548d574ef7b64af74c1ce11e5081b3

Observation 65cc635b-bf07-4c52-a530-d788fa5262b9 · outbound

This paper cites Tc-net: A transformer capsule network for eeg-based emotion recognition.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Tc-net: A transformer capsule network for eeg-based emotion recognition

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.673589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.351274Z digest=sha256:f9370bc3d1513dbba0671cba583ded9a2429b96c08bf42a7a4ecffd1491e629c

Observation f373a11b-19ed-4761-b216-51acc81e21b9 · outbound

This paper cites Epilepsynet: Novel automated detection of epilepsy using transformer model with eeg signals from 121 patient population.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Epilepsynet: Novel automated detection of epilepsy using transformer model with eeg signals from 121 patient population

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.658960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.355806Z digest=sha256:a8f738477bd7fe9f042ada88c09bf244e2d1a2e814dab34a4fc81961e4e945a2

Observation dce4e969-9b48-4eb3-acf7-bf0de190c0c1 · outbound

This paper cites A one-dimensional cnn-lstm model for epileptic seizure recognition using eeg signal analysis.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection A one-dimensional cnn-lstm model for epileptic seizure recognition using eeg signal analysis

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.643361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.360273Z digest=sha256:450d22a515499a99ce3a8cdc25044a3a1d2deda4259a333cb0e3fa43294003b7

Observation fdd67280-b1e3-43d5-8ec7-6c9e3e7a404d · outbound

This paper cites A deep learning based model using rnn-lstm for the detection of schizophrenia from eeg data.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection A deep learning based model using rnn-lstm for the detection of schizophrenia from eeg data

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.626157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.365066Z digest=sha256:929a7dcf544942de28b5ba0400918d2c6543776841e93aa463c6768fbf2ad5bb

Observation fe52ed0c-1337-4ef8-93e5-ea7bcaac9627 · outbound

This paper cites Eeg-based emotion recognition via transformer neural architecture search.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Eeg-based emotion recognition via transformer neural architecture search

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.610831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.369680Z digest=sha256:f408661d14f7e7e3e7fd615e80d235f873b0f9e1a22a5d2c7631f434b7642006

Observation 9d068b2f-1844-4b3b-8b79-8b8ed4d3a136 · outbound

This paper cites Peeking inside the black-box: a survey on explainable artificial intelligence (xai).

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Peeking inside the black-box: a survey on explainable artificial intelligence (xai)

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.595388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.374779Z digest=sha256:298439dd053f7555175258a6dd0aa5e46c23243066aa0f91c51c2ac2ab292a51

Observation 1c61e2cc-62a2-454c-8864-954a877804da · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 20

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unresolved
no resolver link, observed 2026-08-11T12:12:52.379268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:12:52.379268Z digest=sha256:7f5a58ed7f9123d352b8938c7879458f255d8c6b197781bd62e7776325ff12ea

Observation d6e040d5-97be-4d04-bb39-1100893a0998 · outbound

This paper cites Mobilenetv3.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Mobilenetv3

Reference 21

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raw_fallback, observed 2026-08-11T12:12:52.580074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.384171Z digest=sha256:e026030819f906811fb6af637622e55fa299c1235d0df41e5b51ad58fad3582e

Observation 9a796f0f-d029-46d5-8c7e-5ed584a26d7a · outbound

This paper cites Mobile- former: Bridging mobilenet and transformer.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Mobile- former: Bridging mobilenet and transformer

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.565469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.389031Z digest=sha256:6f247646936c1e63c5071893e0c1bada49e7dc33e9c21a0269e25c1f6b6e1513

Observation f1dbfe69-71df-49c5-a2c1-65d78f75089c · outbound

This paper cites Eegnet: a compact convolutional neural network for eeg-based brain–computer interfaces.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Eegnet: a compact convolutional neural network for eeg-based brain–computer interfaces

Reference 23

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unresolved
no resolver link, observed 2026-08-11T12:12:52.393698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:12:52.393698Z digest=sha256:af20ebc88737f0347ff7392f8159e62f9ff4fd2ad33e9f3e3156a6a3ab85ada1

Observation 9c1b19a3-4161-4391-81b5-9c10ec81fcf0 · outbound

This paper cites Deep learning with convolutional neural networks for eeg decoding and visualization.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Deep learning with convolutional neural networks for eeg decoding and visualization

Reference 24

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unresolved
no resolver link, observed 2026-08-11T12:12:52.398572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:12:52.398572Z digest=sha256:926313c902261636bddba8681f03bb79b1b52796fb31e3a1b38f4a2de4302915

Observation 84976e57-37c5-4b12-ace2-e0aa16f5a5f3 · outbound

This paper cites Attention is all you need.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Attention is all you need

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:52.403329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:12:52.403329Z digest=sha256:75ebbe5dffcd17c35183dc8e79d03f17b171404cdda1c9d41a9ff2b60389c83b

Observation 9be3ad1e-c196-49e7-94a5-f22a7457bd7c · outbound

This paper cites Transformer quality in linear time.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Transformer quality in linear time

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:52.407917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:12:52.407917Z digest=sha256:4b2fd3192e96143e1b015bda5b133dac566b29c58b95ff9b30f34875dae43397

Observation 90814d3a-3f6c-462c-b3f7-aa22927646ff · outbound

This paper cites Carrier frequency and doa estimation of sub-nyquist sampling multi-band sensor signals.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Carrier frequency and doa estimation of sub-nyquist sampling multi-band sensor signals

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.510132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.412655Z digest=sha256:9d5c61d8ad9c57b9546fe74cc05c8243fab5cf671a3b84a027617714369b2f0b

Observation 7dbe50d4-6915-466c-ae0c-135d53000277 · outbound

This paper cites Graph convolution neural network based end-to-end channel selection and classification for motor imagery brain–computer interfaces.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Graph convolution neural network based end-to-end channel selection and classification for motor imagery brain–computer interfaces

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.494202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.417566Z digest=sha256:9d6a70e2471bd3091eb53ad084b9b2e9563b479347f0ec3e869d7470c8ca9fc0

Observation 16793b07-d54e-416f-97a4-1adab049a181 · outbound

This paper cites Eeg-based pathology detection for home health monitoring.

CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection Eeg-based pathology detection for home health monitoring

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:52.477774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T12:12:52.422729Z digest=sha256:0ec4f9cd117712843bbf44c8b7d05d614ba002dda12913f71e3f7e5df5223b83

Pith citing papers

No inbound Pith citation observations are available.