Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T15:56:14.919081Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 100 of 108 outbound references and 4 inbound Pith citation observations for arXiv:2509.17920.
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 2026-08-04T15:56:14.919081Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:15:08.459649Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T12:04:38.649235Z
100 of 108 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1680d77c-a6dd-43d2-bbd9-4e3254e5292e · outbound
SingLEM: Single-Channel Large EEG Model Brain–computer interfaces using sensorimotor rhythms: Current state and future perspectives,
Reference 1
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Observation 133928fd-8ee8-46fd-ac5e-d80a0056a0d6 · outbound
SingLEM: Single-Channel Large EEG Model DeepSleepNet: A model for automatic sleep stage scoring based on raw single-channel EEG,
Reference 2
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Observation ca884e48-a6cc-4604-837f-49e140e6be8b · outbound
SingLEM: Single-Channel Large EEG Model Automated detection of abnormalities from an EEG recording of epilepsy patients with a compact convolutional neural network,
Reference 3
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Observation 144f9a70-8be0-4a2c-b793-d0376f1e3041 · outbound
SingLEM: Single-Channel Large EEG Model EEG-based seizure onset detection of frontal and temporal lobe epilepsies using 1DCNN,
Reference 4
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Observation 33bec90e-74e2-420a-ae29-3a02eeea71c3 · outbound
SingLEM: Single-Channel Large EEG Model Real-time epileptic seizure prediction method with spatio-temporal information transfer learning,
Reference 5
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Observation 27e1ce1b-8dc2-4ecf-98d9-cfe37ca4668a · outbound
SingLEM: Single-Channel Large EEG Model Electroencephalography machine-learning features and methods for early diagnosis and classification of Parkin- son’s disease (2013–2023): A review,
Reference 6
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Unavailable: canonical work link unavailable.
Observation e375697a-e271-4e71-8e37-90f0e25fc4c2 · outbound
SingLEM: Single-Channel Large EEG Model Machine-learning-based approaches for post- traumatic stress disorder diagnosis using video and EEG sensors: A review,
Reference 7
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Observation f7e82392-055d-46e3-87c6-611d5bb32822 · outbound
SingLEM: Single-Channel Large EEG Model Emotions recognition using EEG signals: A survey,
Reference 8
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Observation 7250066e-57c7-4a3d-8ef6-fd4cef549ecf · outbound
SingLEM: Single-Channel Large EEG Model EmT: A novel transformer for generalized cross-subject EEG emotion recognition,
Reference 9
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Observation 98473a98-8094-4a44-bfeb-f8235fc963ef · outbound
SingLEM: Single-Channel Large EEG Model EEG-based cross-subject emotion recognition using sparse Bayesian learning with enhanced covariance alignment,
Reference 10
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Observation bc32c877-f2bd-4887-a7d7-1bd98a8e09eb · outbound
SingLEM: Single-Channel Large EEG Model A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update,
Reference 11
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Observation 6f6283b4-7254-42d8-bffc-0f1c2e45cfbd · outbound
SingLEM: Single-Channel Large EEG Model Unsupervised domain adaptation with synchronized self-training for cross-domain motor imagery recognition,
Reference 13
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Observation 5fb80efd-6713-430c-be84-53a45f9c26f7 · outbound
SingLEM: Single-Channel Large EEG Model Fine-grained spatial-frequency-time framework for motor imagery brain–computer interface,
Reference 14
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Observation 04afc530-ff8b-4478-ab69-449555cac059 · outbound
SingLEM: Single-Channel Large EEG Model Leveraging peripheral visual stimuli for enhanced SSVEP-based BCIs in fast calibration scenario,
Reference 15
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Observation c14a16f5-5da2-4772-a885-83c30062a2f4 · outbound
SingLEM: Single-Channel Large EEG Model A transformer-based deep neural network model for SSVEP classification,
Reference 16
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Observation 04d83382-68e8-4e9e-b72d-6b8f12bbd056 · outbound
SingLEM: Single-Channel Large EEG Model Advancing sleep disorder diagnostics: A transformer- based EEG model for sleep stage classification and OSA prediction,
Reference 17
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Observation 17ec6aa1-e190-4738-ae0e-6b6b640f18b5 · outbound
SingLEM: Single-Channel Large EEG Model SleepSatelightFTC: A lightweight and interpretable deep learning model for single-channel EEG-based sleep stage classifica- tion,
Reference 18
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Observation e7c1ae3e-b409-4ffd-93d4-58244aac283c · outbound
SingLEM: Single-Channel Large EEG Model Characteristics of physical environments that en- hance learning: A systematic review of EEG-based empirical studies,
Reference 19
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Observation 20f21563-435e-46c9-9c35-3e5446e190bb · outbound
SingLEM: Single-Channel Large EEG Model Enhanced cognitive load detection in air traffic control operators using EEG and a hybrid deep learning approach,
Reference 20
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Observation 6e431b45-bbbd-4d72-84bf-cf43c1795d68 · outbound
SingLEM: Single-Channel Large EEG Model BERT: Pre-training of deep bidirectional transformers for language understanding,
Reference 21
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Observation 008ea4e9-1080-4334-a3dd-961e6f239418 · outbound
SingLEM: Single-Channel Large EEG Model GPT-4 Technical Report
Reference 22
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Observation 86986649-dde7-4385-bfae-1fd9c034763c · outbound
SingLEM: Single-Channel Large EEG Model An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 23
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Observation fcee7743-9c6b-494f-8781-13abf80b610d · outbound
SingLEM: Single-Channel Large EEG Model Large AI models in health informatics: Applications, challenges, and the future,
Reference 24
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Observation d1a06a8e-e859-4b54-a505-3893ac7d9154 · outbound
SingLEM: Single-Channel Large EEG Model Foundation model for advancing healthcare: Challenges, opportunities and future directions,
Reference 25
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Observation a1702925-592e-445a-9f5b-9a31686584ec · outbound
SingLEM: Single-Channel Large EEG Model A comprehensive survey of foundation models in medicine,
Reference 26
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Observation 99150aaf-b39d-488b-8b67-cb83b9959054 · outbound
SingLEM: Single-Channel Large EEG Model BENDR: Using transformers and a contrastive self- supervised learning task to learn from massive amounts of EEG data,
Reference 27
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Observation 97524c31-dd0b-4086-b94b-e184a64c0b8e · outbound
SingLEM: Single-Channel Large EEG Model Biot: Biosignal transformer for cross-data learning in the wild,
Reference 28
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Observation f11bce06-4ec7-441f-a9ef-5c42df16ba49 · outbound
SingLEM: Single-Channel Large EEG Model Large brain model for learning generic representations with tremendous EEG data in BCI,
Reference 29
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Observation 8f28c479-41b7-4b93-8166-c16033554138 · outbound
SingLEM: Single-Channel Large EEG Model CBraMod: A criss-cross brain foundation model for EEG decoding,
Reference 30
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Observation cf6294fd-cbb4-4937-95b2-659a1285f579 · outbound
SingLEM: Single-Channel Large EEG Model Masked autoencoders are scalable vision learners,
Reference 31
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Observation 595e4348-45fd-4a5e-8dd9-294f724f9434 · outbound
SingLEM: Single-Channel Large EEG Model Deep learning with convolutional neural networks for EEG decoding and visualization,
Reference 32
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Observation b7439735-19ff-4103-8dca-46bf6e0655f3 · outbound
SingLEM: Single-Channel Large EEG Model EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces,
Reference 33
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Observation 9df50dec-6cd8-4df8-b4b6-b6000560190e · outbound
SingLEM: Single-Channel Large EEG Model Development of expert-level classification of seizures and rhythmic and periodic patterns during EEG interpretation,
Reference 34
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Observation 9fc6fd79-fd98-4b57-8182-73260ae5901e · outbound
SingLEM: Single-Channel Large EEG Model EEG conformer: Convolutional transformer for EEG decoding and visualization,
Reference 35
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Observation 195376d1-69b3-440a-a6a6-6d5bdf6b7d00 · outbound
SingLEM: Single-Channel Large EEG Model EEG-deformer: A dense convolutional transformer for brain-computer interfaces,
Reference 36
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Observation bddb768f-631e-4b8d-acd9-47b8061afeab · outbound
SingLEM: Single-Channel Large EEG Model Deep learning-based electroencephalography analysis: a systematic review,
Reference 37
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Observation 902b477b-76b3-488e-a02b-5285cfa5626b · outbound
SingLEM: Single-Channel Large EEG Model EEG datasets for motor imagery brain–computer interface,
Reference 38
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Observation b7538d11-b459-4821-be42-5f8cb7d72a90 · outbound
SingLEM: Single-Channel Large EEG Model BCI2000: a general-purpose brain-computer interface (BCI) system,
Reference 39
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Observation c386fe27-b85d-4790-ad41-00aa0e4d9cff · outbound
SingLEM: Single-Channel Large EEG Model Open access dataset for EEG+NIRS single-trial classi- fication,
Reference 40
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Observation 96f57fb5-bdf9-4e54-a984-2aa699e522f7 · outbound
SingLEM: Single-Channel Large EEG Model A large electroencephalographic motor imagery dataset for electroencephalographic brain computer interfaces,
Reference 41
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Observation fd8b25a4-a0d6-4207-8ae2-294e195ae062 · outbound
SingLEM: Single-Channel Large EEG Model EEG dataset and OpenBMI toolbox for three BCI paradigms: An investigation into BCI illiteracy,
Reference 42
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Observation c8134feb-9997-4ac7-bc2f-bfe389575d25 · outbound
SingLEM: Single-Channel Large EEG Model Motor imagery under distraction—an open access BCI dataset,
Reference 43
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Observation 3309b7ba-273f-4917-becb-0168513f4cab · outbound
SingLEM: Single-Channel Large EEG Model Open access dataset integrating EEG and fNIRS during Stroop tasks,
Reference 44
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Observation 3a782bf9-13ec-49bd-8691-73bd5cf7bdbb · outbound
SingLEM: Single-Channel Large EEG Model ChineseEEG: A Chinese linguistic corpora EEG dataset for semantic alignment and neural decoding,
Reference 45
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Observation 0599bd3b-3be6-4cd0-bf78-c6db55c48013 · outbound
SingLEM: Single-Channel Large EEG Model Resting-state EEG data before and after cognitive activity across the adult lifespan and a 5-year follow-up,
Reference 46
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Observation 6d66eb0c-b496-4dac-96cd-06be4399c0eb · outbound
SingLEM: Single-Channel Large EEG Model EEG and fNIRS datasets based on Stroop task during two weeks of high-altitude exposure in new immigrants,
Reference 47
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Observation 5652b860-c9ce-4fca-8c9f-d41a529ed290 · outbound
SingLEM: Single-Channel Large EEG Model Le petit prince hong kong (lpphk): Naturalistic fMRI and EEG data from older Cantonese speakers,
Reference 48
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Observation 715846e5-5f83-402a-addc-1bdf81c0b23e · outbound
SingLEM: Single-Channel Large EEG Model A resting-state EEG dataset for sleep deprivation,
Reference 49
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Observation 85598a1e-ad22-4599-909c-6f9ab3585d17 · outbound
SingLEM: Single-Channel Large EEG Model A mind-brain-body dataset of MRI, EEG, cognition, emotion, and peripheral physiology in young and old adults,
Reference 50
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Observation 535dda3b-7487-45be-8dcc-b6e9f1b75142 · outbound
SingLEM: Single-Channel Large EEG Model The two decades brainclinics research archive for insights in neurophysiology (TDBRAIN) database,
Reference 51
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Observation b9ade062-280c-4011-a67d-5eea53f5a684 · outbound
SingLEM: Single-Channel Large EEG Model An EEG & eye-tracking dataset of ALS patients & healthy people during eye-tracking-based spelling system usage,
Reference 52
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Observation 50484bdd-6f34-4e36-94f9-82dd9e23dbb6 · outbound
SingLEM: Single-Channel Large EEG Model Human EEG recordings for 1,854 concepts presented in rapid serial visual presentation streams,
Reference 53
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Observation 6887f0bf-a396-4379-b41e-b1e8384d9e4c · outbound
SingLEM: Single-Channel Large EEG Model PEARL-Neuro database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia,
Reference 54
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Observation 9c6bd461-a8dd-4039-8ca3-fafa6cb68f60 · outbound
SingLEM: Single-Channel Large EEG Model A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface,
Reference 55
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Observation 64954545-5b66-4f4d-a9eb-362128fa56e1 · outbound
SingLEM: Single-Channel Large EEG Model An EEG dataset of neural signatures in a competitive two-player game encouraging deceptive behavior,
Reference 56
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Observation 374fbe8e-1427-414e-a6f6-f1e9c0c9a3f3 · outbound
SingLEM: Single-Channel Large EEG Model Multi-channel EEG recordings during a sustained- attention driving task,
Reference 57
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Observation 88537c0b-41e1-4011-8542-6a6783c50ec9 · outbound
SingLEM: Single-Channel Large EEG Model An open-access dataset of naturalistic viewing using simultaneous EEG-fMRI,
Reference 58
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Observation 099e41a4-5a82-494e-983d-0c25cceabbcd · outbound
SingLEM: Single-Channel Large EEG Model Multi-channel EEG recording during motor imagery of different joints from the same limb,
Reference 59
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Observation 56fd69e0-6a84-4c44-8e55-1cb1588f166b · outbound
SingLEM: Single-Channel Large EEG Model A multi-day and high-quality EEG dataset for motor imagery brain-computer interface,
Reference 60
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Observation d431cfe8-f9de-45b6-b53e-d013f7794c9d · outbound
SingLEM: Single-Channel Large EEG Model A resource for assessing dynamic binary choices in the adult brain using EEG and mouse-tracking,
Reference 61
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Observation e4befadd-2508-4694-ba97-9298c72c5337 · outbound
SingLEM: Single-Channel Large EEG Model A large EEG database with users’ profile informa- tion for motor imagery brain-computer interface research,
Reference 62
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Observation 1c071985-77db-44f3-8c5b-e58760e073b0 · outbound
SingLEM: Single-Channel Large EEG Model A test-retest resting, and cognitive state EEG dataset during multiple subject-driven states,
Reference 63
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Observation 30f22bdd-c41d-450a-8897-42bd55dbb3a3 · outbound
SingLEM: Single-Channel Large EEG Model A large finer-grained affective computing EEG dataset,
Reference 64
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Observation 1220f6fc-0a06-4e0f-b2e6-735643818929 · outbound
SingLEM: Single-Channel Large EEG Model Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset,
Reference 65
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Observation cf5ed493-f1d4-48a3-aad6-0ab8b785384d · outbound
SingLEM: Single-Channel Large EEG Model Open multi-session and multi-task EEG cognitive dataset for passive brain-computer interface applications,
Reference 66
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Observation b5afca2d-4302-4ef5-89ea-ae2fdc0ccfb5 · outbound
SingLEM: Single-Channel Large EEG Model Dataset of concurrent EEG, ECG, and behavior with multiple doses of transcranial electrical stimulation,
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Observation c8c7a847-c327-43fb-aa74-78177400843b · outbound
SingLEM: Single-Channel Large EEG Model Thinking out loud, an open-access EEG-based BCI dataset for inner speech recognition,
Reference 68
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SingLEM: Single-Channel Large EEG Model EEG dataset for RSVP and P300 speller brain-computer interfaces,
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SingLEM: Single-Channel Large EEG Model ZuCo, a simultaneous EEG and eye-tracking resource for natural sentence reading,
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Observation c0eae2cd-123d-4f2e-aac6-a9613b29e4a9 · outbound
SingLEM: Single-Channel Large EEG Model Lower limb motor imagery EEG dataset based on the multi-paradigm and longitudinal-training of stroke patients,
Reference 71
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Observation 7a13061c-c889-4afd-b56b-97e781fa416f · outbound
SingLEM: Single-Channel Large EEG Model High-density EEG mobile brain/body imaging data recorded during a challenging auditory gait pacing task,
Reference 72
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Observation 92e0b5d5-b70f-46ef-957c-fef961f1b3d6 · outbound
SingLEM: Single-Channel Large EEG Model SAM 40: Dataset of 40 subject EEG recordings to monitor the induced-stress while performing Stroop color-word test, arithmetic task, and mirror image recognition task,
Reference 73
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Observation ea5147da-e639-4055-a709-7bfe24ef2d1c · outbound
SingLEM: Single-Channel Large EEG Model The Cuban Human Brain Mapping Project, a young and middle age population-based EEG, MRI, and cognition dataset,
Reference 74
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Observation 99b9dc46-e7dd-48b5-ad98-3b0207e4ac8e · outbound
SingLEM: Single-Channel Large EEG Model HD-EEG for tracking sub-second brain dynamics during cognitive tasks,
Reference 75
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Observation d047dfbb-cf25-4462-b005-ac3bd422a39f · outbound
SingLEM: Single-Channel Large EEG Model An EEG motor imagery dataset for brain computer interface in acute stroke patients,
Reference 76
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Observation de24c14e-e38d-4c42-9d41-2578cf70e75b · outbound
SingLEM: Single-Channel Large EEG Model EEG dataset for the recognition of different emotions induced in voice-user interaction,
Reference 77
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Observation b30247c1-5889-4b32-b86d-fd286496e0aa · outbound
SingLEM: Single-Channel Large EEG Model ANPHY-Sleep: an open sleep database from healthy adults using high-density scalp electroencephalogram,
Reference 78
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Observation 8fb588dc-f2a2-4b5d-83a5-558f494d744c · outbound
SingLEM: Single-Channel Large EEG Model An open dataset for human SSVEPs in the frequency range of 1-60 Hz,
Reference 79
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Observation 7bf8bfb9-1fc9-42ff-aa35-3791950796bf · outbound
SingLEM: Single-Channel Large EEG Model A wavelet-based technique to predict treatment outcome for major depressive disorder,
Reference 80
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Observation 575778bf-1857-44c1-8192-9d15ff7cf205 · outbound
SingLEM: Single-Channel Large EEG Model High-density scalp electroencephalogram dataset during sensorimotor rhythm-based brain-computer interfacing,
Reference 81
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Observation 786f9c88-d5c9-4dc4-83db-71604dac57cc · outbound
SingLEM: Single-Channel Large EEG Model Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition,
Reference 82
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Observation df27cff1-fb9a-4cf5-9e53-469dcec07f3c · outbound
SingLEM: Single-Channel Large EEG Model Neuromodulatory effects of theta burst stimulation to the prefrontal cortex,
Reference 83
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Observation bbdc2a35-7388-41f5-a2bd-d565e4de1cf3 · outbound
SingLEM: Single-Channel Large EEG Model An electroencephalography-based database for studying the effects of acoustic therapies for tinnitus treatment,
Reference 84
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Observation e92a9b96-ac40-4cff-80d1-b30a494e5d6c · outbound
SingLEM: Single-Channel Large EEG Model A simultaneous electroencephalography and eye-tracking dataset in elite athletes during alertness and concentration tasks,
Reference 85
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Observation 34dd06a2-abb9-4527-bc44-2f4dc94df360 · outbound
SingLEM: Single-Channel Large EEG Model An EEG dataset for interictal epileptiform discharge with spatial distribution information,
Reference 86
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Observation 546e2105-a3ed-4bcb-9244-7651a1bf8658 · outbound
SingLEM: Single-Channel Large EEG Model Pupillometry and electroencephalography in the digit span task,
Reference 87
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Observation 72fa1d91-4931-4c0a-84cf-b46261b15d29 · outbound
SingLEM: Single-Channel Large EEG Model eldbeta: A large eldercare-oriented benchmark database of SSVEP-BCI for the aging population,
Reference 88
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Observation aef3397d-53eb-40f5-bb5f-935237ea3b98 · outbound
SingLEM: Single-Channel Large EEG Model A multi-modal open dataset for mental-disorder analy- sis,
Reference 89
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Observation 326dd5e4-27dc-48cd-a1a8-23ec4190037f · outbound
SingLEM: Single-Channel Large EEG Model Source imaging of high-density visual evoked potentials with multi-scale brain parcellations and connectomes,
Reference 90
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Observation 3ec578ad-2822-4ab7-a635-0c608bf28c56 · outbound
SingLEM: Single-Channel Large EEG Model Continuous sensorimotor rhythm based brain computer interface learning in a large population,
Reference 91
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Observation 9cb420ae-aed1-457f-b3dd-14fa1d88e987 · outbound
SingLEM: Single-Channel Large EEG Model Automated identification of abnormal adult EEGs,
Reference 92
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Observation 106578d6-3951-4071-bb68-4549ce4faebe · outbound
SingLEM: Single-Channel Large EEG Model Recent advances in the TUH EEG corpus: im- proving the interrater agreement for artifacts and epileptiform events,
Reference 93
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Observation 13f14929-b279-405f-a9a1-49b5227c7a11 · outbound
SingLEM: Single-Channel Large EEG Model Big data resources for EEGs: Enabling deep learning research,
Reference 94
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Observation d4e9238f-5fe3-49b4-8f03-b917b2a61e6a · outbound
SingLEM: Single-Channel Large EEG Model Improved EEG event classification using differential energy,
Reference 95
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Observation 7be54e32-ac3e-4207-8a4e-77155695e483 · outbound
SingLEM: Single-Channel Large EEG Model The temple university hospital seizure detection corpus,
Reference 96
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Observation 5540e760-43fb-4559-b7e0-cea8288778cd · outbound
SingLEM: Single-Channel Large EEG Model Electroencephalographic slowing: A primary source of error in automatic seizure detection,
Reference 97
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Observation 4360ee37-3324-4b4b-b9bb-ce9d4eb6e2de · outbound
SingLEM: Single-Channel Large EEG Model Human infant EEG recordings for 200 object images presented in rapid visual streams,
Reference 98
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Observation e0b7d66d-f452-4a70-985f-5c167f7e2c3f · outbound
SingLEM: Single-Channel Large EEG Model A multi-modal dataset of electroencephalography and functional near-infrared spectroscopy recordings for motor imagery of multi-types of joints from unilateral upper limb,
Reference 99
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Observation 6050e09d-e427-4643-91c8-a5f22d2056c0 · outbound
SingLEM: Single-Channel Large EEG Model Simultaneous EEG and fNIRS recordings for seman- tic decoding of imagined animals and tools,
Reference 100
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Observation 5410a446-8367-4822-a94f-fece69faffc7 · outbound
SingLEM: Single-Channel Large EEG Model A simultaneous EEG and eye-tracking dataset for remote sensing object detection,
Reference 101
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Observation 28e07d4e-76ce-4d10-8a48-c73ae3f91779 · inbound
EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models SingLEM: Single-Channel Large EEG Model
Reference 54
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Observation dce6ac60-99a4-4932-a68e-90cfe778b2bd · inbound
BandVQ: Band-Wise Vector-Quantized EEG Foundation Model SingLEM: Single-Channel Large EEG Model
Reference 10
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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 357cee21-a16e-471d-860a-c180e10c7413 · inbound
STEAM: A Spatio-TEmporal Alignment Mixture-of-Experts Model with Hierarchical Pre-training for EEG Decoding SingLEM: Single-Channel Large EEG Model
Reference 51
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Observation 9b22cf92-cced-4b50-93f4-734a2b4023c5 · inbound
STEAM: A Spatio-TEmporal Alignment Mixture-of-Experts Model with Hierarchical Pre-training for EEG Decoding SingLEM: Single-Channel Large EEG Model
Reference 51
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