Cover Image

Fusion Learning from Dynamic Functional Connectivity: Combining the Amplitude and Phase of fMRI Signals to Identify Brain Disorders

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hu, Jinlong, Huang, Jiatong, Cai, Zijian
Format:	Preprint
Published:	2026
Subjects:	Neurons and Cognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Spatiotemporal Learning of Brain Dynamics from fMRI Using Frequency-Specific Multi-Band Attention for Cognitive and Psychiatric Applications
by: Bae, Sangyoon, et al.
Published: (2025)

Uncovering cognitive taskonomy through transfer learning in masked autoencoder-based fMRI reconstruction
by: Qu, Youzhi, et al.
Published: (2024)

Brain-OF: An Omnifunctional Foundation Model for fMRI, EEG and MEG
by: Guo, Hanning, et al.
Published: (2026)

Brain-IT: Image Reconstruction from fMRI via Brain-Interaction Transformer
by: Beliy, Roman, et al.
Published: (2025)

D-CoRP: Differentiable Connectivity Refinement for Functional Brain Networks
by: Hu, Haoyu, et al.
Published: (2024)

Brain Networks and Intelligence: A Graph Neural Network Based Approach to Resting State fMRI Data
by: Thapaliya, Bishal, et al.
Published: (2023)

Interpretable Fusion Analytics Framework for fMRI Connectivity: Self-Attention Mechanism and Latent Space Item-Response Model
by: Kim, Jeong-Jae, et al.
Published: (2022)

EmoMind: Decoding Affective Captions from Human Brain fMRI
by: Mohammed, Bilal A., et al.
Published: (2026)

Brain-MGF: Multimodal Graph Fusion Network for EEG-fMRI Brain Connectivity Analysis Under Psilocybin
by: Yap, Sin-Yee, et al.
Published: (2025)

Dynamic Functional Connectivity Features for Brain State Classification: Insights from the Human Connectome Project
by: Kirova, Valeriya, et al.
Published: (2025)

Functional Brain Network Identification in Opioid Use Disorder Using Machine Learning Analysis of Resting-State fMRI BOLD Signals
by: Temtam, Ahmed, et al.
Published: (2024)

Dynamic Brain Behaviours in Stroke: A Longitudinal Investigation Based on fMRI Analysis
by: Wu, Kaichao, et al.
Published: (2023)

Prompt Your Brain: Scaffold Prompt Tuning for Efficient Adaptation of fMRI Pre-trained Model
by: Dong, Zijian, et al.
Published: (2024)

The Dynamics of Triple Interactions in Resting fMRI: Insights into Psychotic Disorders
by: Li, Qiang, et al.
Published: (2024)

Learning Cross-Atlas Consistent Brain Disorder Representations via Disentangled Multi-Atlas Functional Connectivity Learning
by: Chen, Minheng, et al.
Published: (2026)

MindLLM: A Subject-Agnostic and Versatile Model for fMRI-to-Text Decoding
by: Qiu, Weikang, et al.
Published: (2025)

fMRI predictors based on language models of increasing complexity recover brain left lateralization
by: Bonnasse-Gahot, Laurent, et al.
Published: (2024)

BrainVista: Modeling Naturalistic Brain Dynamics as Multimodal Next-Token Prediction
by: Yin, Xuanhua, et al.
Published: (2026)

BrainCognizer: Brain Decoding with Human Visual Cognition Simulation for fMRI-to-Image Reconstruction
by: Sun, Guoying, et al.
Published: (2025)

Learning Image Derived PDE-Phenotypes from fMRI Data
by: Bica, Ion, et al.
Published: (2024)

Rewiring Human Brain Networks via Lightweight Dynamic Connectivity Framework: An EEG-Based Stress Validation
by: Acharya, Sayantan, et al.
Published: (2025)

Brain-like Functional Organization within Large Language Models
by: Sun, Haiyang, et al.
Published: (2024)

Integrated Brain Connectivity Analysis with fMRI, DTI, and sMRI Powered by Interpretable Graph Neural Networks
by: Qu, Gang, et al.
Published: (2024)

Brain Network Diffusion-Driven fMRI Connectivity Augmentation for Enhanced Autism Spectrum Disorder Diagnosis
by: Zhao, Haokai, et al.
Published: (2024)

Data Integration with Fusion Searchlight: Classifying Brain States from Resting-state fMRI
by: Wein, Simon, et al.
Published: (2024)

fMRI Exploration of Visual Quality Assessment
by: Zhang, Yiming, et al.
Published: (2024)

Hierarchy or Heterarchy? A Theory of Long-Range Connections for the Sensorimotor Brain
by: Hawkins, Jeff, et al.
Published: (2025)

Seeing the imagined: a latent functional alignment in visual imagery decoding from fMRI data
by: Spera, Fabrizio, et al.
Published: (2026)

Identifying Influential nodes in Brain Networks via Self-Supervised Graph-Transformer
by: Kang, Yanqing, et al.
Published: (2024)

Comparing and Scaling fMRI Features for Brain-Behavior Prediction
by: Sieler, Mikkel Schöttner, et al.
Published: (2025)

From Electrode to Global Brain: Integrating Multi- and Cross-Scale Brain Connections and Interactions Under Cross-Subject and Within-Subject Scenarios
by: Zhige, Chen, et al.
Published: (2024)

Scaling up ridge regression for brain encoding in a massive individual fMRI dataset
by: Ahmadi, Sana, et al.
Published: (2024)

Towards Unified Neural Decoding with Brain Functional Network Modeling
by: Wu, Di, et al.
Published: (2025)

Exploring General Intelligence via Gated Graph Transformer in Functional Connectivity Studies
by: Qu, Gang, et al.
Published: (2024)

Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for Interactive Brain Decoding
by: Huang, Heng, et al.
Published: (2024)

Why the Unfinished Keeps Returning: Canxianization and the Dynamics of Conscious Priority
by: Cai, Hengjin, et al.
Published: (2026)

Multi-Site rs-fMRI Domain Alignment for Autism Spectrum Disorder Auxiliary Diagnosis Based on Hyperbolic Space
by: Luo, Yiqian, et al.
Published: (2025)

MindEye2: Shared-Subject Models Enable fMRI-To-Image With 1 Hour of Data
by: Scotti, Paul S., et al.
Published: (2024)

Resting state fMRI-based brain information flow mapping
by: Wang, Ze
Published: (2024)

BrainCodec: Neural fMRI codec for the decoding of cognitive brain states
by: Nishimura, Yuto, et al.
Published: (2024)