Imagen de Portada

Structure Matters: Brain Graph Augmentation via Learnable Edge Masking for Data-efficient Psychiatric Diagnosis

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Liu, Mujie, Wang, Chenze, Chen, Liping, Le, Nguyen Linh Dan, Tewari, Niharika, Dang, Ting, Ma, Jiangang, Xia, Feng
Formato:	Preprint
Publicado:	2025
Materias:	Machine Learning Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Explainable Graph Neural Networks: Understanding Brain Connectivity and Biomarkers in Dementia
por: Tewari, Niharika, et al.
Publicado: (2025)

Data-Efficient Psychiatric Disorder Detection via Self-supervised Learning on Frequency-enhanced Brain Networks
por: Liu, Mujie, et al.
Publicado: (2025)

Balanced Graph Structure Information for Brain Disease Detection
por: Febrinanto, Falih Gozi, et al.
Publicado: (2023)

Brain PathoGraph Learning
por: Peng, Ciyuan, et al.
Publicado: (2025)

BrainMAP: Multimodal Graph Learning For Efficient Brain Disease Localization
por: Le, Nguyen Linh Dan, et al.
Publicado: (2025)

Entropy Causal Graphs for Multivariate Time Series Anomaly Detection
por: Febrinanto, Falih Gozi, et al.
Publicado: (2023)

BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck
por: Zheng, Kaizhong, et al.
Publicado: (2022)

Fine-Grained Traceability for Transparent ML Pipelines
por: Chen, Liping, et al.
Publicado: (2026)

Refined Causal Graph Structure Learning via Curvature for Brain Disease Classification
por: Febrinanto, Falih Gozi, et al.
Publicado: (2025)

Causal Prompting for Implicit Sentiment Analysis with Large Language Models
por: Ren, Jing, et al.
Publicado: (2025)

A Characterization of Multioutput Learnability
por: Raman, Vinod, et al.
Publicado: (2023)

EdgeMask-DG*: Learning Domain-Invariant Graph Structures via Adversarial Edge Masking
por: Bhattacharya, Rishabh, et al.
Publicado: (2026)

On domination for (non-symmetric) Dirichlet forms
por: Li, Liping, et al.
Publicado: (2024)

A Combinatorial Characterization of Supervised Online Learnability
por: Raman, Vinod, et al.
Publicado: (2023)

CamoFA: A Learnable Fourier-based Augmentation for Camouflage Segmentation
por: Le, Minh-Quan, et al.
Publicado: (2023)

CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis
por: Zheng, Kaizhong, et al.
Publicado: (2023)

Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention
por: Hoang, Van Thuy, et al.
Publicado: (2025)

Characterizing the Multiclass Learnability of Forgiving 0-1 Loss Functions
por: Trauger, Jacob, et al.
Publicado: (2025)

GraphLearner: Graph Node Clustering with Fully Learnable Augmentation
por: Yang, Xihong, et al.
Publicado: (2022)

Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs
por: Dang, Tien, et al.
Publicado: (2025)

MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models
por: Fang, Gongfan, et al.
Publicado: (2024)

Multiclass Online Learnability under Bandit Feedback
por: Raman, Ananth, et al.
Publicado: (2023)

The Values That Influence Psychiatric Diagnosis and Accountability
por: Philip J. Candilis
Publicado: (2025)

Enhancing YOLOv11n for Reliable Child Detection in Noisy Surveillance Footage
por: Tran, Khanh Linh, et al.
Publicado: (2026)

LAC: Graph Contrastive Learning with Learnable Augmentation in Continuous Space
por: Lin, Zhenyu, et al.
Publicado: (2024)

Learnable Multi-level Discrete Wavelet Transforms for 3D Gaussian Splatting Frequency Modulation
por: Nguyen, Hung, et al.
Publicado: (2026)

Development of a Grasshopper‐Leg‐Inspired Back‐Type Exoskeleton for the Reduction of Muscle Activation During Stoop Activities
por: Dang Khanh Linh Le, et al.
Publicado: (2025)

XGRAG: A Graph-Native Framework for Explaining KG-based Retrieval-Augmented Generation
por: Li, Zhuoling, et al.
Publicado: (2026)

Research on Height Feature Extraction Method of Tank Pool Fire Based on Improved Mask R‐CNN
por: Jungang Zhao, et al.
Publicado: (2025)

Granular Ball Guided Masking: Structure-aware Data Augmentation
por: Xia, Shuyin, et al.
Publicado: (2025)

EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost
por: Heo, Jaeseung, et al.
Publicado: (2023)

Transfer Learning with Distance Covariance for Random Forest: Error Bounds and an EHR Application
por: Li, Chenze, et al.
Publicado: (2025)

The Impact of Government‐Guided Funds on Enterprises Innovation Quality: Evidence From China
por: Chenze Song, et al.
Publicado: (2025)

IBMA: An Imputation-Based Mixup Augmentation Using Self-Supervised Learning for Time Series Data
por: Nguyen, Dang Nha, et al.
Publicado: (2025)

From Coarse to Fine: Learnable Discrete Wavelet Transforms for Efficient 3D Gaussian Splatting
por: Nguyen, Hung, et al.
Publicado: (2025)

D10.3. Dissemination & Communication Toolkit
por: Nguyễn, Linh
Publicado: (2025)

CGS in 3 year-old male
por: Nguyen, Linh
Publicado: (2025)

Coverage Path Planning For Minimizing Expected Time to Search For an Object With Continuous Sensing
por: Nguyen, Linh
Publicado: (2024)

Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders
por: Liu, Chuang, et al.
Publicado: (2024)

SuperRAG: Beyond RAG with Layout-Aware Graph Modeling
por: Yang, Jeff, et al.
Publicado: (2025)