Cover Image

MM-GTUNets: Unified Multi-Modal Graph Deep Learning for Brain Disorders Prediction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Cai, Luhui, Zeng, Weiming, Chen, Hongyu, Zhang, Hua, Li, Yueyang, Feng, Yu, Yan, Hongjie, Bian, Lingbin, Siok, Wai Ting, Wang, Nizhuan
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

You Only Acquire Sparse-channel (YOAS): A Unified Framework for Dense-channel EEG Generation
by: Chen, Hongyu, et al.
Published: (2024)

MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI
by: Li, Yueyang, et al.
Published: (2024)

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

STARFormer: A Novel Spatio-Temporal Aggregation Reorganization Transformer of FMRI for Brain Disorder Diagnosis
by: Dong, Wenhao, et al.
Published: (2024)

Information Bottleneck-Guided Heterogeneous Graph Learning for Interpretable Neurodevelopmental Disorder Diagnosis
by: Li, Yueyang, et al.
Published: (2025)

FreqDGT: Frequency-Adaptive Dynamic Graph Networks with Transformer for Cross-subject EEG Emotion Recognition
by: Li, Yueyang, et al.
Published: (2025)

EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation
by: Chen, Hongyu, et al.
Published: (2024)

STAMBRIDGE: Spectral-Temporal Amplitude-aware Mid-Feature Bridge for EEG Visual Decoding
by: Meng, Jiahe, et al.
Published: (2026)

Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding
by: Li, Yueyang, et al.
Published: (2024)

Toward Robust, Reproducible, and Widely Accessible Intracranial Language Brain-Computer Interfaces: A Comprehensive Review of Neural Mechanisms, Hardware, Algorithms, Evaluation, Clinical Pathways and Future Directions
by: He, Dongyi, et al.
Published: (2026)

LEL: Lipschitz Continuity Constrained Ensemble Learning for Efficient EEG-Based Intra-subject Emotion Recognition
by: Gong, Shengyu, et al.
Published: (2025)

A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions
by: Li, Yueyang, et al.
Published: (2024)

STANet: A Novel Spatio-Temporal Aggregation Network for Depression Classification with Small and Unbalanced FMRI Data
by: Zhang, Wei, et al.
Published: (2024)

Linguistics and Human Brain: A Perspective of Computational Neuroscience
by: Zhang, Fudong, et al.
Published: (2026)

Neural Modulation Alteration to Positive and Negative Emotions in Depressed Patients: Insights from fMRI Using Positive/Negative Emotion Atlas
by: Feng, Yu, et al.
Published: (2024)

Advances in Photoacoustic Imaging Reconstruction and Quantitative Analysis for Biomedical Applications
by: Wang, Lei, et al.
Published: (2024)

Region-aware Spatiotemporal Modeling with Collaborative Domain Generalization for Cross-Subject EEG Emotion Recognition
by: Wu, Weiwei, et al.
Published: (2026)

Hierarchical Bayesian inference for community detection and connectivity of functional brain networks
by: Bian, Lingbin, et al.
Published: (2023)

Prototype-Based Disentanglement for Controllable Dysarthric Speech Synthesis
by: Wang, Haoshen, et al.
Published: (2026)

FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology
by: Peng, Yuanzhe, et al.
Published: (2024)

Evaluating the evolution and inter-individual variability of infant functional module development from 0 to 5 years old
by: Bian, Lingbin, et al.
Published: (2024)

A Brain-to-Population Graph Learning Framework for Diagnosing Brain Disorders
by: Liao, Qianqian, et al.
Published: (2025)

Overlap of Structural Gastrointestinal Disorders in Children With Disorders of Gut–Brain Interaction
by: Huan Li, et al.
Published: (2026)

All rivers run into the sea: Unified Modality Brain-like Emotional Central Mechanism
by: Mai, Xinji, et al.
Published: (2024)

A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification
by: Yap, Sin-Yee, et al.
Published: (2023)

Unifying Generation and Prediction on Graphs with Latent Graph Diffusion
by: Zhou, Cai, et al.
Published: (2024)

BD-Index: Scalable Biharmonic Distance Queries on Large Graphs via Divide-and-Conquer Indexing
by: Pan, Yueyang, et al.
Published: (2025)

Modality Unified Attack for Omni-Modality Person Re-Identification
by: Bian, Yuan, et al.
Published: (2025)

AED: An black-box NLP classifier model attacker
by: Liu, Yueyang, et al.
Published: (2021)

CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation
by: Tang, Haitong, et al.
Published: (2021)

GTPBD-MM: A Global Terraced Parcel and Boundary Dataset with Multi-Modality
by: Zhang, Zhiwei, et al.
Published: (2026)

Spectral Brain Graph Neural Network for Prediction of Anxiety in Children with Autism Spectrum Disorder
by: Duan, Peiyu, et al.
Published: (2024)

Graph Autoencoders for Embedding Learning in Brain Networks and Major Depressive Disorder Identification
by: Noman, Fuad, et al.
Published: (2021)

DiffMM: Multi-Modal Diffusion Model for Recommendation
by: Jiang, Yangqin, et al.
Published: (2024)

Efficient Exact Resistance Distance Computation on Small-Treewidth Graphs: a Labelling Approach
by: Liao, Meihao, et al.
Published: (2025)

MM-LMPC: Multi-Modal Learning Model Predictive Control via Bandit-Based Mode Selection
by: Hashimoto, Wataru, et al.
Published: (2025)

End-to-End Deep Learning for Structural Brain Imaging: A Unified Framework
by: Su, Yao, et al.
Published: (2025)

MM-MovieDubber: Towards Multi-Modal Learning for Multi-Modal Movie Dubbing
by: Zheng, Junjie, et al.
Published: (2025)

Simplifying Graph Convolutional Networks with Redundancy-Free Neighbors
by: Lu, Jielong, et al.
Published: (2025)

Question-Adaptive Graph Learning for Multi-hop Retrieval Augmented Generation
by: Yan, Yuchen, et al.
Published: (2025)