Copertina

A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Chen, Chi-Sheng, Kuo, En-Jui, Chen, Guan-Ying, Zhang, Xinyu, Zhang, Fan
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Machine Learning Human-Computer Interaction
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

HCFT: Hierarchical Convolutional Fusion Transformer for EEG Decoding
di: Zhang, Haodong, et al.
Pubblicazione: (2026)

Transformer-based EEG Decoding: A Survey
di: Zhang, Haodong, et al.
Pubblicazione: (2025)

Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding
di: Li, Hongqi, et al.
Pubblicazione: (2024)

Beyond Explicit and Implicit: How Users Provide Feedback to Shape Personalized Recommendation Content
di: Li, Wenqi, et al.
Pubblicazione: (2025)

Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning
di: Chen, Chi-Sheng, et al.
Pubblicazione: (2024)

Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces
di: Wu, Huanyu, et al.
Pubblicazione: (2024)

AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification
di: Lim, Galvin Brice S., et al.
Pubblicazione: (2025)

Clinically Calibrated Machine Learning Benchmarks for Large-Scale Multi-Disorder EEG Classification
di: Samanta, Argha Kamal, et al.
Pubblicazione: (2025)

NeuroTTT: Bridging Pretraining-Downstream Task Misalignment in EEG Foundation Models via Test-Time Training
di: Wang, Suli, et al.
Pubblicazione: (2025)

From Word Embedding to Reading Embedding Using Large Language Model, EEG and Eye-tracking
di: Zhang, Yuhong, et al.
Pubblicazione: (2024)

Multi-Domain EEG Representation Learning with Orthogonal Mapping and Attention-based Fusion for Cognitive Load Classification
di: Angkan, Prithila, et al.
Pubblicazione: (2025)

Feature Reweighting for EEG-based Motor Imagery Classification
di: Lotey, Taveena, et al.
Pubblicazione: (2023)

Fast SSVEP Detection Using a Calibration-Free EEG Decoding Framework
di: Wang, Chenlong, et al.
Pubblicazione: (2025)

EEG-X: Device-Agnostic and Noise-Robust Foundation Model for EEG
di: Foumani, Navid Mohammadi, et al.
Pubblicazione: (2025)

Investigating the Impact of Rational Dilated Wavelet Transform on Motor Imagery EEG Decoding with Deep Learning Models
di: Siino, Marco, et al.
Pubblicazione: (2025)

Translating Multimodal AI into Real-World Inspection: TEMAI Evaluation Framework and Pathways for Implementation
di: Li, Zehan, et al.
Pubblicazione: (2025)

Adversarial Filtering Based Evasion and Backdoor Attacks to EEG-Based Brain-Computer Interfaces
di: Meng, Lubin, et al.
Pubblicazione: (2024)

Passenger hazard perception based on EEG signals for highly automated driving vehicles
di: Tan, Ashton Yu Xuan, et al.
Pubblicazione: (2024)

EEG-Based Emergency Braking Intensity Prediction Using Blind Source Separation
di: Zhou, Zikun, et al.
Pubblicazione: (2026)

A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning
di: Liu, Huan, et al.
Pubblicazione: (2024)

Design and Implementation of an Emotion Analysis System Based on EEG Signals
di: Yutian, Zhang, et al.
Pubblicazione: (2024)

EEGEncoder: Advancing BCI with Transformer-Based Motor Imagery Classification
di: Liao, Wangdan, et al.
Pubblicazione: (2024)

Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification
di: Liu, Dingkun, et al.
Pubblicazione: (2025)

Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation
di: Xiao, Yun, et al.
Pubblicazione: (2024)

LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring
di: Huang, Jingwei, et al.
Pubblicazione: (2024)

FedBChain: A Blockchain-enabled Federated Learning Framework for Improving DeepConvLSTM with Comparative Strategy Insights
di: Li, Gaoxuan, et al.
Pubblicazione: (2024)

UMind: A Unified Multitask Network for Zero-Shot M/EEG Visual Decoding
di: Xu, Chengjian, et al.
Pubblicazione: (2025)

M3D: Manifold-based Domain Adaptation with Dynamic Distribution for Non-Deep Transfer Learning in Cross-subject and Cross-session EEG-based Emotion Recognition
di: Luo, Ting, et al.
Pubblicazione: (2024)

Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach with Emotional EEG Style Transfer Network
di: Zhou, Yijin, et al.
Pubblicazione: (2024)

A Systematic Evaluation of Self-Supervised Learning for Label-Efficient Sleep Staging with Wearable EEG
di: Estevan, Emilio, et al.
Pubblicazione: (2025)

CSP-Net: Common Spatial Pattern Empowered Neural Networks for EEG-Based Motor Imagery Classification
di: Jiang, Xue, et al.
Pubblicazione: (2024)

AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding
di: Chen, Xiaoqing, et al.
Pubblicazione: (2025)

EEG-Features for Generalized Deepfake Detection
di: Beckmann, Arian, et al.
Pubblicazione: (2024)

Emotion classification using EEG headset signals and Random Forest
di: Vasquez, Ricardo, et al.
Pubblicazione: (2025)

When LLMs fall short in Deductive Coding: Model Comparison and Human AI Collaboration Workflow Design
di: Li, Zijian, et al.
Pubblicazione: (2025)

Optimizing Feature Extraction for On-device Model Inference with User Behavior Sequences
di: Gong, Chen, et al.
Pubblicazione: (2026)

Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs
di: Chen, Xiaoqing, et al.
Pubblicazione: (2024)

Embedding Atlas: Low-Friction, Interactive Embedding Visualization
di: Ren, Donghao, et al.
Pubblicazione: (2025)

User-wise Perturbations for User Identity Protection in EEG-Based BCIs
di: Chen, Xiaoqing, et al.
Pubblicazione: (2024)

Focused State Recognition Using EEG with Eye Movement-Assisted Annotation
di: Li, Tian-Hua, et al.
Pubblicazione: (2024)