Paper Citation Record · LEDGER

Transformer-based EEG Decoding: A Survey

As of 18 August 2026, this Paper Citation Record lists 100 of 184 outbound references and 4 inbound Pith citation observations for arXiv:2507.02320.

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

pith.paper-citation-record.v1
2507.02320 v1

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measured 100 of 184 reference resolution

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measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:47:13.283012Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T22:46:20.309408Z

Reference resolution

100 of 184 outbound references displayed

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Outbound references

Observation bb26a1e4-9e7e-49ee-ba48-a94b800eeb93 · outbound

This paper cites Emotions recognition using EEG signals: a survey,.

Transformer-based EEG Decoding: A Survey Emotions recognition using EEG signals: a survey,

Reference 1

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Observation 4dd6f233-1d1a-4402-928f-27de2c194825 · outbound

This paper cites A human-centric metaverse enabled by brain- computer interface: a survey,.

Transformer-based EEG Decoding: A Survey A human-centric metaverse enabled by brain- computer interface: a survey,

Reference 2

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Observation ab7e4d30-9713-41c4-b1f1-f5a4f2980a8c · outbound

This paper cites Noninvasive EEG-based intelligent mobile robots: a systematic review,.

Transformer-based EEG Decoding: A Survey Noninvasive EEG-based intelligent mobile robots: a systematic review,

Reference 3

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Observation 55f29335-32a6-46b5-94c5-ac69ecb904d8 · outbound

This paper cites Attention is all you need,.

Transformer-based EEG Decoding: A Survey Attention is all you need,

Reference 4

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Observation 6ab3ab64-98c6-4850-b153-2c1c36fb9b8b · outbound

This paper cites A survey of transformers,.

Transformer-based EEG Decoding: A Survey A survey of transformers,

Reference 5

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Observation bb420fef-eb15-4128-a6f3-f6ee006680b4 · outbound

This paper cites EEG based Continuous Speech Recognition using Transformers.

Transformer-based EEG Decoding: A Survey EEG based Continuous Speech Recognition using Transformers

Reference 6

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Observation f25946f5-1565-405e-b48f-d7f8fd664d13 · outbound

This paper cites TABS: Transformer based seizure detection,.

Transformer-based EEG Decoding: A Survey TABS: Transformer based seizure detection,

Reference 7

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Observation bd32f889-d769-4f09-a881-744de962de87 · outbound

This paper cites EEG classification with transformer-based models,.

Transformer-based EEG Decoding: A Survey EEG classification with transformer-based models,

Reference 8

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Observation 4df260c9-537b-4b69-9f8f-34b4beeb01c7 · outbound

This paper cites Understanding the brain with attention: A survey of Transformers in brain sciences,.

Transformer-based EEG Decoding: A Survey Understanding the brain with attention: A survey of Transformers in brain sciences,

Reference 9

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Observation 0f486177-ed01-46e1-93b9-1c5e214d4145 · outbound

This paper cites Deep learning in EEG- based BCIs: A comprehensive review of transformer models advantages challenges and applications,.

Transformer-based EEG Decoding: A Survey Deep learning in EEG- based BCIs: A comprehensive review of transformer models advantages challenges and applications,

Reference 10

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Observation c8d1f1a6-f499-4130-8a7b-090024010447 · outbound

This paper cites Data constraints and performance op- timization for transformer-based models in EEG-based brain-computer interfaces: A survey,.

Transformer-based EEG Decoding: A Survey Data constraints and performance op- timization for transformer-based models in EEG-based brain-computer interfaces: A survey,

Reference 11

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Observation c369b51f-b78c-4afc-afb8-265f089ecdc0 · outbound

This paper cites A comprehensive survey on applications of transform- ers for deep learning tasks,.

Transformer-based EEG Decoding: A Survey A comprehensive survey on applications of transform- ers for deep learning tasks,

Reference 12

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Observation 275c2ae2-0a91-49e2-9443-a2b54ae519e2 · outbound

This paper cites EEG tempor–spatial transformer for person identifica- tion,.

Transformer-based EEG Decoding: A Survey EEG tempor–spatial transformer for person identifica- tion,

Reference 13

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Observation 626d0b7e-ab6a-4510-a01e-9a02da0e6cce · outbound

This paper cites Classification of EEG signals using Transformer based deep learning and ensemble models,.

Transformer-based EEG Decoding: A Survey Classification of EEG signals using Transformer based deep learning and ensemble models,

Reference 14

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Observation 81d3299a-3370-4554-ab49-c4db7ae7a562 · outbound

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

Transformer-based EEG Decoding: A Survey A transformer-based approach combining deep learning network and spatial-temporal information for raw EEG classification,

Reference 15

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Observation fb8d8901-4d25-4eef-bd3b-3b30c70ceda2 · outbound

This paper cites MMPosE: Movie-induced multi-label positive emotion classification through EEG signals,.

Transformer-based EEG Decoding: A Survey MMPosE: Movie-induced multi-label positive emotion classification through EEG signals,

Reference 16

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Observation 8d2dd027-4abd-498f-a157-cd1957a2883d · outbound

This paper cites Seizure prediction based on transformer using scalp electroencephalogram,.

Transformer-based EEG Decoding: A Survey Seizure prediction based on transformer using scalp electroencephalogram,

Reference 17

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Observation a4a2a180-cb80-4b1a-a2d2-f6fdbe6dd7c6 · outbound

This paper cites Spatio-temporal analysis of transformer based architecture for attention estimation from EEG,.

Transformer-based EEG Decoding: A Survey Spatio-temporal analysis of transformer based architecture for attention estimation from EEG,

Reference 18

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Observation a1486fc0-69d6-47e3-a9d1-f1faa46a453a · outbound

This paper cites AMDET: Attention based multiple dimensions EEG transformer for emotion recognition,.

Transformer-based EEG Decoding: A Survey AMDET: Attention based multiple dimensions EEG transformer for emotion recognition,

Reference 19

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Observation a75ceaa3-b73c-43e3-898e-4ef5e3e9f129 · outbound

This paper cites EEG source imaging based on a transformer encoder network,.

Transformer-based EEG Decoding: A Survey EEG source imaging based on a transformer encoder network,

Reference 20

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Observation acafd540-7700-450e-bb98-a815702b37ae · outbound

This paper cites Semi-supervised domain adaptation for EEG- based sleep stage classification,.

Transformer-based EEG Decoding: A Survey Semi-supervised domain adaptation for EEG- based sleep stage classification,

Reference 21

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Observation c315129b-5209-4fb7-a14b-c8ddb16b84c0 · outbound

This paper cites EEG-based cognitive load classification using feature masked autoencoding and emotion transfer learning.

Transformer-based EEG Decoding: A Survey EEG-based cognitive load classification using feature masked autoencoding and emotion transfer learning

Reference 22

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This paper cites Decoding the continuous motion imagery trajectories of upper limb skeleton points for EEG-based brain–computer interface,.

Transformer-based EEG Decoding: A Survey Decoding the continuous motion imagery trajectories of upper limb skeleton points for EEG-based brain–computer interface,

Reference 23

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This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Transformer-based EEG Decoding: A Survey An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 24

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Observation 743e7d7f-cde3-4f4e-8018-11116377bf50 · outbound

This paper cites Patient-specific seizure prediction from scalp EEG using vision transformer,.

Transformer-based EEG Decoding: A Survey Patient-specific seizure prediction from scalp EEG using vision transformer,

Reference 25

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This paper cites Exploring feasibility of truth-involved automatic sleep staging combined with transformer,.

Transformer-based EEG Decoding: A Survey Exploring feasibility of truth-involved automatic sleep staging combined with transformer,

Reference 26

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This paper cites Automated sleep staging via parallel frequency-cut attention,.

Transformer-based EEG Decoding: A Survey Automated sleep staging via parallel frequency-cut attention,

Reference 27

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This paper cites Trust recognition in human-robot cooperation using EEG,.

Transformer-based EEG Decoding: A Survey Trust recognition in human-robot cooperation using EEG,

Reference 28

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This paper cites BrainBERT: Self-supervised representation learning for intracranial recordings.

Transformer-based EEG Decoding: A Survey BrainBERT: Self-supervised representation learning for intracranial recordings

Reference 29

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This paper cites Large Transformers are Better EEG Learners.

Transformer-based EEG Decoding: A Survey Large Transformers are Better EEG Learners

Reference 30

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This paper cites Introducing attention mechanism for EEG signals: Emotion recognition with vision transformers,.

Transformer-based EEG Decoding: A Survey Introducing attention mechanism for EEG signals: Emotion recognition with vision transformers,

Reference 31

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This paper cites DeepEnsemble: A novel brain wave classification in MI-BCI using ensemble of deep learners,.

Transformer-based EEG Decoding: A Survey DeepEnsemble: A novel brain wave classification in MI-BCI using ensemble of deep learners,

Reference 32

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This paper cites Clustering sparse swarm decom- position for automated recognition of upper limb movements from nonhomogeneous cross-channel EEG signals,.

Transformer-based EEG Decoding: A Survey Clustering sparse swarm decom- position for automated recognition of upper limb movements from nonhomogeneous cross-channel EEG signals,

Reference 33

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

Transformer-based EEG Decoding: A Survey EEG-based emotion recognition via transformer neural architecture search,

Reference 34

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Transformer-based EEG Decoding: A Survey Distilling invariant representations with domain adversarial learning for cross-subject children seizure prediction,

Reference 35

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Transformer-based EEG Decoding: A Survey Scaling up your kernels to 31x31: Revisiting large kernel design in CNNs

Reference 36

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This paper cites A CNN-transformer deep learning model for real-time sleep stage classification in an energy-constrained wireless device,.

Transformer-based EEG Decoding: A Survey A CNN-transformer deep learning model for real-time sleep stage classification in an energy-constrained wireless device,

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Transformer-based EEG Decoding: A Survey Eeg2vec: Self-Supervised Electroencephalographic Representation Learning

Reference 38

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Transformer-based EEG Decoding: A Survey Expert knowledge inspired contrastive learning for sleep staging,

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Transformer-based EEG Decoding: A Survey Neuro2vec: Masked fourier spectrum prediction for neurophysiological representation learning,

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Transformer-based EEG Decoding: A Survey EEGformer: Transformer-based epilepsy detection on raw EEG traces for low-channel-count wearable continuous monitoring devices,

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Transformer-based EEG Decoding: A Survey EEG emotion recognition using attention-based convo- lutional transformer neural network,

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Transformer-based EEG Decoding: A Survey A residual based attention model for EEG based sleep staging,

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Transformer-based EEG Decoding: A Survey High-density electroencephalography and speech signal based deep framework for clinical depression diagnosis,

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Transformer-based EEG Decoding: A Survey BENDR: Using trans- formers and a contrastive self-supervised learning task to learn from massive amounts of EEG data,

Reference 45

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Transformer-based EEG Decoding: A Survey Temporal Aware Mixed Attention-based Convolution and Transformer Network (MACTN) for EEG Emotion Recognition

Reference 46

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Transformer-based EEG Decoding: A Survey An efficient temporal network with dual self-distillation for electroencephalography signal classification,

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Transformer-based EEG Decoding: A Survey Exploring the applicability of transfer learning and feature engineering in epilepsy prediction using hybrid transformer model,

Reference 48

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This paper cites A novel data augmentation approach using mask encoding for deep learning-based asynchronous SSVEP-BCI,.

Transformer-based EEG Decoding: A Survey A novel data augmentation approach using mask encoding for deep learning-based asynchronous SSVEP-BCI,

Reference 49

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Transformer-based EEG Decoding: A Survey An attention-based deep learning approach for sleep stage classification with single-channel EEG,

Reference 50

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Transformer-based EEG Decoding: A Survey A temporal-spectral fused and attention-based deep model for automatic sleep staging,

Reference 51

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Transformer-based EEG Decoding: A Survey A cross-scale transformer and triple-view attention based domain-rectified transfer learning for EEG classification in RSVP tasks,

Reference 52

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Transformer-based EEG Decoding: A Survey Denosieformer: A transformer-based approach for single-channel EEG artifact removal,

Reference 53

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Transformer-based EEG Decoding: A Survey A transformer-based spatial-temporal sleep staging model through raw EEG,

Reference 54

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Transformer-based EEG Decoding: A Survey EEG-based seizure prediction via hybrid vision transformer and data uncertainty learning,

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Transformer-based EEG Decoding: A Survey Dual deep learning for sleep classification,

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This paper cites A multi-view spectral-spatial-temporal masked autoen- coder for decoding emotions with self-supervised learning,.

Transformer-based EEG Decoding: A Survey A multi-view spectral-spatial-temporal masked autoen- coder for decoding emotions with self-supervised learning,

Reference 57

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Transformer-based EEG Decoding: A Survey Temporal-spatial prediction: Pre-training on diverse datasets for EEG classification,

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Transformer-based EEG Decoding: A Survey Consformer: consciousness detection using transformer networks with correntropy-based measures,

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Transformer-based EEG Decoding: A Survey Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI

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Transformer-based EEG Decoding: A Survey FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

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This paper cites AITST—affective EEG-based person identification via interrelated temporal-spatial transformer,.

Transformer-based EEG Decoding: A Survey AITST—affective EEG-based person identification via interrelated temporal-spatial transformer,

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This paper cites A transformer convolutional network with the method of image segmentation for EEG-based emotion recognition,.

Transformer-based EEG Decoding: A Survey A transformer convolutional network with the method of image segmentation for EEG-based emotion recognition,

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This paper cites DICE-net: A novel convolution-transformer architecture for Alzheimer detection in EEG signals,.

Transformer-based EEG Decoding: A Survey DICE-net: A novel convolution-transformer architecture for Alzheimer detection in EEG signals,

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Transformer-based EEG Decoding: A Survey Multi-domain encoding of spatiotemporal dynamics in EEG for emotion recognition,

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Transformer-based EEG Decoding: A Survey MEEG-transformer: Transformer network based on multi-domain EEG for emotion recognition,

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This paper cites A novel hybrid CNN-transformer model for EEG motor imagery classification,.

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This paper cites Coupling convolution, transformer and graph embedding for motor imagery brain-computer interfaces,.

Transformer-based EEG Decoding: A Survey Coupling convolution, transformer and graph embedding for motor imagery brain-computer interfaces,

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This paper cites A shallow mirror transformer for subject-independent motor imagery BCI,.

Transformer-based EEG Decoding: A Survey A shallow mirror transformer for subject-independent motor imagery BCI,

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This paper cites ADFCNN: Attention-based dual-scale fusion convolu- tional neural network for motor imagery brain–computer interface,.

Transformer-based EEG Decoding: A Survey ADFCNN: Attention-based dual-scale fusion convolu- tional neural network for motor imagery brain–computer interface,

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Transformer-based EEG Decoding: A Survey MI-CAT: A transformer-based domain adaptation network for motor imagery classification,

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Transformer-based EEG Decoding: A Survey Neuro-GPT: Towards A Foundation Model for EEG

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This paper cites Decoding natural images from EEG for object recognition,.

Transformer-based EEG Decoding: A Survey Decoding natural images from EEG for object recognition,

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Transformer-based EEG Decoding: A Survey Dual-TSST: A dual-branch temporal- spectral-spatial Transformer model for EEG decoding,

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This paper cites A transformer encoder and convolutional neural network combined method for classification of error-related potentials,.

Transformer-based EEG Decoding: A Survey A transformer encoder and convolutional neural network combined method for classification of error-related potentials,

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This paper cites Global adaptive transformer for cross-subject enhanced EEG classification,.

Transformer-based EEG Decoding: A Survey Global adaptive transformer for cross-subject enhanced EEG classification,

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This paper cites Transformer-based network with optimization for cross-subject motor imagery identification,.

Transformer-based EEG Decoding: A Survey Transformer-based network with optimization for cross-subject motor imagery identification,

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Transformer-based EEG Decoding: A Survey EEG-transformer: Self-attention from transformer architecture for decoding EEG of imagined speech,

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This paper cites EEG conformer: Convolutional transformer for EEG decoding and visualization,.

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This paper cites Multiscale convolutional transformer for EEG classification of mental imagery in different modalities,.

Transformer-based EEG Decoding: A Survey Multiscale convolutional transformer for EEG classification of mental imagery in different modalities,

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This paper cites MST-net: A multi-scale swin transformer network for EEG-based cognitive load assessment,.

Transformer-based EEG Decoding: A Survey MST-net: A multi-scale swin transformer network for EEG-based cognitive load assessment,

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Transformer-based EEG Decoding: A Survey EEG-ConvTransformer for single-trial EEG-based visual stimulus classification,

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Transformer-based EEG Decoding: A Survey Extracting temporal-spectral- spatial representation of EEG using self-supervised learning for the identification of children with ASD,

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Transformer-based EEG Decoding: A Survey Transformer-based multiscale 3-D convolutional network for motor imagery classification,

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Transformer-based EEG Decoding: A Survey Continual learning of a transformer-based deep learning classifier using an initial model from action observation EEG data to online motor imagery classification,

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