Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:56:13.914578Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 9 inbound Pith citation observations for arXiv:2506.23075.
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 2026-08-06T21:56:13.914578Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T09:14:48.082093Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T08:19:43.688524Z
100 of 109 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 94015141-1a41-409e-875e-0801ce6ab12f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Motor imagery and direct brain-computer communication
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ab31df7-7001-441c-a63f-c7ee0d5950f2 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Decoding mental states from brain activity in humans
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4996d3a-85ad-4faa-bbe6-ee7d9047344c · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Beyond the brain-computer interface: Decoding brain activity as a tool to understand neuronal mechanisms subtending cognition and behavior
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b636f804-0fd7-48e5-9c7c-673e4c86637f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd79fb29-e6e6-4fc6-bce7-74877a1f8fb6 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Electroencephalography
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a327767-18b7-4c7c-8161-1e1fca4197b0 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A brain- computer interface that evokes tactile sensations improves robotic arm control
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b84321a6-7d1c-4313-af97-fb93e063b888 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Combining vr with electroencephalography as a frontier of brain-computer interfaces
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff07fa23-3d5f-4bf7-aed1-67ee8c17bd16 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Chrononet: A deep recurrent neural network for abnormal eeg identification
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e953744-08c2-4db2-a5a0-dfc066a9832f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Automatic signal abnormality detection using time-frequency features and machine learning: A newborn eeg seizure case study
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11d15be8-a804-4e67-823f-5463507039dc · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Deep learning for motor imagery eeg-based classification: A review
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6dbb4ce-8b98-453e-84c6-2234e49e93c9 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A spatial filter temporal graph convolutional network for decoding motor imagery eeg signals
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eac5bb58-d543-4966-b6da-0126ef42642c · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg-based emotion recognition: a state- of-the-art review of current trends and opportunities
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc73e590-169e-470b-adab-0d2c3f77e039 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Contrastive learning of eeg representation of brain area for emotion recognition
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d26eaa8-67f2-4b8f-8b0d-cbea8592f323 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Self-supervised eeg representation learning for automatic sleep staging
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af2376e5-8d7a-4b99-a2ec-103cc1de3ab0 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Generalizable sleep staging via multi-level domain alignment
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8129bd07-6991-4ed1-8853-e335a3fcaab1 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A hybrid deep learning approach for epileptic seizure detection in eeg signals
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82a3baea-6b64-43c0-9212-166cabbea155 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg datasets for seizure detection and prediction—a review
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00f5814b-2447-4627-96d4-1e38105371a7 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Automatic and efficient framework for identifying multiple neurological disorders from eeg signals
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9763f666-c847-42a5-8400-0b2ea50d3d01 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A review of graph theory-based diagnosis of neurological disorders based on eeg and mri
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5259dd1-3289-4a7a-8e17-c9f59a4825e2 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Medformer: A multi-granularity patching transformer for medical time-series classification
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ef2d20a-a5ce-4523-ae41-d90953fbd231 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eegnet: a compact convolutional neural network for eeg-based brain–computer interfaces
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39ac67cf-d2e7-4389-b4d3-76c2917acf47 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Development of expert-level classification of seizures and rhythmic and periodic patterns during eeg interpretation
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1efc82c0-c20f-4e9d-a1a7-195503699d84 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Self-supervised electroencephalogram representation learning for automatic sleep staging: Model development and evaluation study
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d70899e-45b5-4592-afb0-1d2f2a45df2d · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Motor imagery eeg classification algorithm based on cnn-lstm feature fusion network
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bf988f3-3b13-45ff-b151-f9b24191d0a3 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Emotion recognition based on eeg using lstm recurrent neural network
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 330a60f0-7f22-408c-9fae-247d238914d9 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding An efficient lstm network for emotion recognition from multichannel eeg signals
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47712042-883f-4b92-a5e4-64f19582a51c · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Graph neural network-based eeg classification: A survey
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb2be6fa-27f1-48e8-8f59-c35d5df5cf63 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg-gnn: Graph neural networks for classification of electroencephalogram (eeg) signals
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 506d2d64-f65c-4877-925c-4cc6869938a0 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg-based emotion recognition using regularized graph neural networks
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca1a5bfd-58aa-4142-8ba3-72330807dbab · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg conformer: Convolutional transformer for eeg decoding and visualization
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17cd44db-387e-4371-b5b8-00716c55bd5c · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Transformer-based Spatial-Temporal Feature Learning for EEG Decoding
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb3192a0-c08e-48af-9600-eb68142505a9 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Transformer convolutional neural networks for automated artifact detection in scalp eeg
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a9a7d88b-ccde-4978-a8ad-a2e5556adae6 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Toward reliable signals decoding for electroencephalogram: A benchmark study to eegnex
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f50ad9dd-3406-4472-97e2-fbf25cc38139 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Biot: Biosignal transformer for cross-data learning in the wild
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d77d9f69-7532-42cc-831e-a7fd15097c9b · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Large brain model for learning generic representations with tremendous eeg data in bci
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3d474196-b74e-4781-96d7-9976fd22fb0d · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eegpt: Pretrained transformer for universal and reliable representation of eeg signals
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49c7e869-f990-4005-81c4-b1be3920d1e4 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Neuro-gpt: Towards a foundation model for eeg
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a4f6ca67-46b7-4f96-a570-f92b0f22274a · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding BrainWave: A Brain Signal Foundation Model for Clinical Applications
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5b5343e-fdd1-4147-b834-84b43be89a37 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A simple review of eeg foundation models: Datasets, advancements and future perspectives
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf9c528-acb6-4fff-b754-45bd1f72cdac · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding CBramod: A criss-cross brain foundation model for EEG decoding
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7a77b47f-b05c-4efc-87b1-83adf5519da5 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Attention is all you need
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 292dab28-fe36-4d8f-a46a-3faaacb173a4 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding An image is worth 16x16 words: Transformers for image recognition at scale
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 789531b9-6ab3-4ced-a8c7-f3291da7a604 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Self-supervised learning: Generative or contrastive
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fdcad1ad-8897-443a-9b50-d5276a80d93e · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Bendr: Using transformers and a contrastive self-supervised learning task to learn from massive amounts of eeg data
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f7fc9290-2b5a-4c42-b5ca-8f1f10e39200 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Masked autoencoders are scalable vision learners
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0048729f-f75c-457e-bc8b-e401523f2862 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Cswin transformer: A general vision transformer backbone with cross-shaped windows
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 021fbcda-5ef1-4d06-993b-48298dbea5b9 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Principles of neural science, volume 4
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90f2979c-9122-449a-8615-4a4d5cad93eb · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Rhythms of the Brain
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35326129-8bfb-4d6b-8501-5f2762425fa1 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A weighted and directed interareal connectivity matrix for macaque cerebral cortex
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a04e964a-5493-4f98-8ce8-f8b7c6d4124f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding 2020 international brain–computer interface competition: A review
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2a14e716-81e8-4e72-95a8-df02ebc45824 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding The sleep slow oscillation as a traveling wave
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f9a8419e-b29f-445c-945a-b6ff86cb1c93 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding The wu-minn human connectome project: an overview
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 64c07328-1025-4f3c-8fdd-88be17b4967a · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Cognitive motor processes: the role of motor imagery in the study of motor representations
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a8ea3452-6eb1-4fc4-8c63-47c0d2946683 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg based emotion recognition: A tutorial and review
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1119651d-5b98-42ae-82bb-5bba48d2a446 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg artifact removal—state-of-the-art and guidelines
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cb136023-0210-4b10-a62b-115d9e2fe1c8 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Simmim: A simple framework for masked image modeling
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0696f030-7222-475d-946e-211c07da05f9 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Bci competi- tion 2008–graz data set a
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8fb47536-e1f2-4496-9fe5-96a30c294e3e · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Bci2000: a general-purpose brain-computer interface (bci) system
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 72a0e06e-0f80-487a-9b3b-da5e0e8a61ff · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A large eeg dataset for studying cross-session variability in motor imagery brain-computer interface.Scientific Data, 9(1):531, 2022
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfb338f2-978c-4c5b-bc7d-47693a88f9fc · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Gnn4eeg: A benchmark and toolkit for electroencephalography classification with graph neural network
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 068aad24-4e0b-4d8e-8cd3-2cf51fad6897 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Comparing recognition performance and robustness of multimodal deep learning models for multimodal emotion recognition
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 30cbdc32-bff1-445b-b5ce-a53b7f52c6fd · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 540247d7-4101-47e3-ab36-cc9d50505937 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Application of machine learning to epileptic seizure onset detection and treatment
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e4e1487-b3b5-4b16-93b0-8de8600673df · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg synchronization analysis for seizure prediction: A study on data of noninvasive recordings
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 85dfffb1-9f43-47a1-b329-b052a8834ab4 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Isruc-sleep: A comprehensive public dataset for sleep researchers
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation faf6acb6-de7d-4927-9d95-b542b7f1d0a3 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Inter-database validation of a deep learning approach for automatic sleep scoring
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c6d0aef0-bebe-4ee8-87da-2a3dd6c80aa3 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding A multimodal approach to estimating vigilance using eeg and forehead eog
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dfeeb913-6711-4cad-8897-f7c4aa442966 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Electroencephalograms during mental arithmetic task performance
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ea539146-2aae-47ef-ae58-56d4c1d816e7 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding MDD Patients and Healthy Controls EEG Data (New)
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01412aba-c9b2-4f64-9fc5-0a8a9c4de353 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding The temple university hospital eeg data corpus
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 728b7bf9-2f84-4511-bdec-1c8b1761df7f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Grad-cam: Visual explanations from deep networks via gradient-based localization
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f8a400d-376f-4d8d-a685-eca5f2777a64 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Event-related cortical desynchronization detected by power measure- ments of scalp eeg
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3882099-2915-4d3e-8bd2-740e72faf35b · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Speech production: Wernicke, broca and beyond
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ad687056-7e68-48b2-8349-319c3e5970fd · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Revealing the spatiotemporal brain dynamics of covert speech compared with overt speech: A simultaneous eeg-fmri study
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 36edc411-fa67-40ee-bbcf-406d0b0f23dd · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Fft-based deep feature learning method for eeg classification
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 072a6082-eacf-4d2e-b033-6b1bf78f6ccd · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Epileptic seizure classification of eeg time-series using rational discrete short-time fourier transform
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 22ec4d30-4691-4917-8124-ac5c3436dace · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding An eeg based real-time epilepsy seizure detection approach using discrete wavelet transform and machine learning methods
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 61c138f1-45f7-4fd9-93d9-1f9b5847ca37 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Optimizing spatial filters for robust eeg single-trial analysis
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1fe36aa6-c127-4d07-88f3-817fde918d8a · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Multiclass brain– computer interface classification by riemannian geometry
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c9ce1128-1ba6-473a-9760-de9f2d43cb00 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Differential evolution algorithm as a tool for optimal feature subset selection in motor imagery eeg
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4c23ccab-3deb-4772-ae1c-60864d559878 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Multiclass support vector machines for eeg-signals classification
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation afd8a98a-01ec-48cc-a7cc-6988edff8d1a · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Comparison of signal decomposition methods in classification of eeg signals for motor-imagery bci system
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4bd55abc-313a-4d31-99f3-8016d6efd04f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Logistic regression for single trial eeg classification
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 58a267d2-8e6e-4fb8-97b1-db8350acc677 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Deep learning with convolutional neural networks for eeg decoding and visualization
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33b33372-1347-465f-9e4d-02dfecb46bb6 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Lmda-net: A lightweight multi-dimensional attention network for general eeg-based brain-computer interfaces and interpretability
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0c186548-8b27-4b75-ba1e-c16536d3f410 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Lstm-based eeg classification in motor imagery tasks
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 462bd968-c2e9-4ad6-abda-1e138fd01fcb · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding An efficient lstm network for emotion recognition from multichannel eeg signals
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5d7c9f37-ab85-4b12-a7ab-dc0946d3e00f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Sleeptransformer: Automatic sleep staging with interpretability and uncertainty quantification
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7a24cb2c-b987-4d3e-a155-580a0e057350 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Graphsleepnet: Adaptive spatial-temporal graph convolutional networks for sleep stage classification
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 82e10355-a84e-4eae-948c-c34e1c816ffd · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Bert: Pre-training of deep bidirectional transformers for language understanding
Reference 91
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69bad8db-0a92-4357-837c-7772dc7377c6 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Language models are few-shot learners
Reference 92
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 763ec4b2-ec8a-4ea7-bb98-7f49d6f2fb39 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Learning transferable visual models from natural language supervision
Reference 93
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d050c9f-081e-452f-ace8-668f9f352bb3 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding FlexCAD: Unified and versatile controllable CAD generation with fine-tuned large language models
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9423dfe5-2fde-4003-92e8-89483987855e · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Learning from observer gaze: Zero-shot attention prediction oriented by human-object interaction recognition
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b6354897-d981-4b43-8f9d-29e442e219cf · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Skeleton-in- context: Unified skeleton sequence modeling with in-context learning
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d877c42d-fe9a-4682-9692-378fa1e20c8d · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Drivinggen: Efficient safety-critical driving video generation with latent diffusion models
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f96d9342-4512-49ae-ac27-51e11accebf8 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding BrainBERT: Self-supervised representation learning for intracranial recordings
Reference 98
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 175bc4a0-c0a6-43d3-a8da-83cc4e3e9a1f · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Brant: Foundation model for intracranial neural signal
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 47909e78-269f-4bd5-987c-c10bdf347975 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Eeg2rep: enhancing self-supervised eeg representation through informative masked inputs
Reference 100
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce200c1b-37a1-45ac-b86f-8e297723f467 · outbound
CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding Ten-twenty electrode system of the international federation
Reference 101
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0e6bbed9-50b2-483a-b6fb-c2c2ab092662 · inbound
Large-Scale AI and Foundation Models for Neuroscience: A Comprehensive Review CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7de39762-1522-43cc-a52d-839035ec0e93 · inbound
Brain-OF: An Omnifunctional Foundation Model for fMRI, EEG and MEG CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0e42e7ff-dfac-412e-aae9-6ed6cff546d9 · inbound
NeuroFlow: Toward Unified Visual Encoding and Decoding from Neural Activity CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0ece55a8-fe5b-4dfb-b3ef-0840e78c3f87 · inbound
UniBCI: Towards a Unified Pretrained Model for Invasive Brain-Computer Interfaces CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation da25f52d-4d1f-4e76-be2e-7b7242398377 · inbound
PRiSE-EEG: A Prior-Guided Foundation Model with Depth-Stratified Experts for Cross-Paradigm EEG Representation Learning CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 501612bc-f0ee-4ee7-9c0b-8ee75a92fea9 · inbound
Let EEG Models Learn EEG CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e21bf52d-2a60-4c28-b96e-99a122d092a6 · inbound
MSCGC-KAN: Multi-scale Causal Graph Convolution and Kolmogorov-Arnold Feature Mapping for EEG Emotion Recognition CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5ae18b04-fe1c-462d-bf96-aec2d100beca · inbound
EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 37b2922c-574f-4880-99c9-0462e8c4d3ab · inbound
SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.