Cover Image

Wave2Word: A Multimodal Transformer Framework for Joint EEG-Text Alignment and Multi-Task Representation Learning in Neurocritical Care

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Samanta, Argha Kamal, Mewada, Deepak, Sarma, Monalisa, Samanta, Debasis
Format:	Preprint
Published:	2026
Subjects:	Human-Computer Interaction
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

Activity Coefficient-based Channel Selection for Electroencephalogram: A Task-Independent Approach
by: Pandey, Kartik, et al.
Published: (2025)

Structurally Valid Log Generation using FSM-GFlowNets
by: Samanta, Riya
Published: (2025)

DeWave: Discrete EEG Waves Encoding for Brain Dynamics to Text Translation
by: Duan, Yiqun, et al.
Published: (2023)

Joint Contrastive Learning with Feature Alignment for Cross-Corpus EEG-based Emotion Recognition
by: Liu, Qile, et al.
Published: (2024)

A Dataset for Multi-intensity Continuous Human Activity Recognition through Passive Sensing
by: Sen, Argha, et al.
Published: (2024)

MIRO: Multi-radar Identity and Ranging for Occupational Safety
by: Halder, Tirthankar, et al.
Published: (2026)

Enhancing Representation Learning of EEG Data with Masked Autoencoders
by: Zhou, Yifei, et al.
Published: (2024)

Graph-Based Learning of Spectro-Topographical EEG Representations with Gradient Alignment for Brain-Computer Interfaces
by: Angkan, Prithila, et al.
Published: (2025)

Privacy preserving unique identity generation from multimodal biometric data for privacy and security applications
by: Priyabrata Dash, et al.
Published: (2024)

From Graphs to Words: A Computer-Assisted Framework for the Production of Accessible Text Descriptions
by: Xu, Qiang, et al.
Published: (2024)

Enhancing Eye-Tracking Performance through Multi-Task Learning Transformer
by: Li, Weigeng, et al.
Published: (2024)

Medillustrator: Improving Retrospective Learning in Physicians' Continuous Medical Education via Multimodal Diagnostic Data Alignment and Representation
by: Xu, Yuansong, et al.
Published: (2024)

EEG-based Multimodal Representation Learning for Emotion Recognition
by: Yin, Kang, et al.
Published: (2024)

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

State-Flow Coordinated Representation for MI-EEG Decoding
by: Cai, Guoqing, et al.
Published: (2026)

Exploring Socially Assistive Peer Mediation Robots for Teaching Conflict Resolution to Elementary School Students
by: Shrestha, Kaleen, et al.
Published: (2026)

Hypergraph Multi-Modal Learning for EEG-based Emotion Recognition in Conversation
by: Kang, Zijian, et al.
Published: (2025)

Uncovering the EEG Temporal Representation of Low-dimensional Object Properties
by: Tang, Jiahua, et al.
Published: (2025)

Deep Fuzzy Framework for Emotion Recognition using EEG Signals and Emotion Representation in Type-2 Fuzzy VAD Space
by: Asif, Mohammad, et al.
Published: (2024)

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

Revisiting Euclidean Alignment for Transfer Learning in EEG-Based Brain-Computer Interfaces
by: Wu, Dongrui
Published: (2025)

MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition
by: Zhang, Yuzhe, et al.
Published: (2025)

A Robust Multi-Scale Framework with Test-Time Adaptation for sEEG-Based Speech Decoding
by: Wang, Suli, et al.
Published: (2025)

ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words
by: Darwish, Hazem, et al.
Published: (2024)

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

A Multi-Level Task Framework for Event Sequence Analysis
by: Zinat, Kazi Tasnim, et al.
Published: (2024)

A Multimodal fNIRS-EEG Dataset for Unilateral Limb Motor Imagery
by: Feng, Lufeng, et al.
Published: (2026)

From Checking to Sensemaking: A Caregiver-in-the-Loop Framework for AI-Assisted Task Verification in Dementia Care
by: Lai, Joy, et al.
Published: (2025)

Learning from Brain Topography: A Hierarchical Local-Global Graph-Transformer Network for EEG Emotion Recognition
by: Zhou, Yijin, et al.
Published: (2026)

DECAN: A Denoising Encoder via Contrastive Alignment Network for Dry Electrode EEG Emotion Recognition
by: Zhang, Meihong, et al.
Published: (2024)

DuSK: Faster Indirect Text Entry Supporting Out-Of-Vocabulary Words for Touchpads
by: Masson, Damien, et al.
Published: (2025)

Simulating Word Suggestion Usage in Mobile Typing to Guide Intelligent Text Entry Design
by: Li, Yang, et al.
Published: (2026)

Fatigue-Related Reaction Time Forecasting via EEG Functional Connectivity in Sustained Attention Task
by: Sun, Bo, et al.
Published: (2026)

Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health
by: Hu, Yongquan, et al.
Published: (2024)

A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings
by: Chen, Chi-Sheng, et al.
Published: (2026)

SDA-DDA Semi-supervised Domain Adaptation with Dynamic Distribution Alignment Network For Emotion Recognition Using EEG Signals
by: Tang, Jiahao
Published: (2025)

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

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

Do Models See in Line with Human Vision? Probing the Correspondence Between LVLM Representations and EEG Signals
by: Xiao, Xin, et al.
Published: (2026)