2 citations · 3 across the 10 of their papers we have counts for
11 papers
EEG-to-Report: An Annotation and Feature-Text Framework for Training Language Models on Clinical EEG
Xuan-The Tran, Le Trung Kien Nguyen
Clinical electroencephalography (EEG) reporting remains largely manual and time-consuming, and current EEG software ecosystems do not produce the structured EEG-text supervision ne…
TinyCNNDeep: Lightweight Attention-Based CNN for EEG Classification of Eye States and Sleep Deprivation
Thien Nhan Vo, Yen Nhi Tran Thi, Ngan Nguyen Xuan Phuong +1
Sleep deprivation impairs vigilance and cognitive function, yet jointly identifying the sleep condition (normal vs deprived) and the eye state (open vs closed) from electroencephal…
Sensory Restoration via Brain-Computer Interfaces: A Scoping Review
Xuan-The Tran
Brain-computer interfaces (BCIs) can restore sensory and motor function in individuals with severe neurological impairment, but the literature is fragmented between invasive neurop…
Verify-Gated Completion as Admission Control in a Governed Multi-Agent Runtime: A Bounded Architecture Case Study
Hai-Duong Nguyen, Xuan-The Tran
As multi-agent systems move from short interactions to tool-using workflows with specialized roles and persistent state, completion becomes a runtime-control problem rather than a…
Cross-Subject Intracranial EEG Reconstruction from Scalp Recordings Using Multi-Scale Cross-Attention Transformers
Tien-Dat Pham, Xuan-The Tran
Intracranial EEG (iEEG) provides high-fidelity neural recordings essential for clinical and brain-computer interface applications, but acquiring these signals requires invasive sur…
Inter- and Intra-Subject Variability in EEG: A Systematic Survey
Xuan-The Tran, Thien-Nhan Vo, Son-Tung Vu +4
Electroencephalography (EEG) underpins neuroscience, clinical neurophysiology, and brain-computer interfaces (BCIs), yet pronounced inter- and intra-subject variability limits reli…
EEG-Titans: Long-Horizon Seizure Forecasting via Dual-Branch Attention and Neural Memory
Tien-Dat Pham, Xuan-The Tran
Accurate epileptic seizure prediction from electroencephalography (EEG) remains challenging because pre-ictal dynamics may span long time horizons while clinically relevant signatu…
Design and Quantitative Evaluation of an Embedded EEG Instrumentation Platform for Real-Time SSVEP Decoding
Manh-Dat Nguyen, Thomas Do, Nguyen Thanh Trung Le +3
This paper presents an embedded EEG instrumentation platform for real-time steady-state visually evoked potential (SSVEP) decoding based on an ESP32-S3 microcontroller and an ADS12…
ECG-RAMBA: Zero-Shot ECG Generalization by Morphology-Rhythm Disentanglement and Long-Range Modeling
Hai Duong Nguyen, Xuan-The Tran
Deep learning has achieved strong performance for electrocardiogram (ECG) classification within individual datasets, yet dependable generalization across heterogeneous acquisition…
Can ChatGPT Diagnose Alzheimer's Disease?
Quoc-Toan Nguyen, Linh Le, Xuan-The Tran +2
Can ChatGPT diagnose Alzheimer's Disease (AD)? AD is a devastating neurodegenerative condition that affects approximately 1 in 9 individuals aged 65 and older, profoundly impairing…
EEG-SSM: Leveraging State-Space Model for Dementia Detection
Xuan-The Tran, Linh Le, Quoc Toan Nguyen +2
State-space models (SSMs) have garnered attention for effectively processing long data sequences, reducing the need to segment time series into shorter intervals for model training…