Pharmaceutical Data Analysis
Drug-target interaction prediction based on drug subgraph fingerprint extraction strategy and subgraph attention mechanism
Soft Prompt Transfer for Zero-Shot and Few-Shot Learning in EHR Understanding
Graph Convolution Synthetic Transformer for Chronic Kidney Disease Onset Prediction
MTFL: Multi-task feature learning with joint correlation structure learning for Alzheimer’s disease cognitive performance prediction
Multi-Level Transformer for Cancer Outcome Prediction in Large-Scale Claims Data
Individual Functional Network Abnormalities Mapping via Graph Representation-based Neural Architecture Search
A novel application of a mutual information measure for analysing temporal changes in healthcare network graphs
Drugs Resistance Analysis from Scarce Health Records via Multi-task Graph Representation
Text Classification
ParaNet:Parallel Networks with Pre-trained Models for Text Classification
Open Text Classification Based on Dynamic Boundary Balance
A Prompt Tuning Method for Chinese Medical Text Classification
TabMentor: Detect Errors on Tabular Data with Noisy Labels
Label-aware Hierarchical Contrastive Domain Adaptation for Cross-network Node Classification
Semi-supervised classification based on Graph Convolution Encoder Representations from BERT
Global Balanced Text Classification for Stable Disease Diagnosis
Graph
Dominance Maximization in Uncertain Graphs
LAGCL: Towards Stable and Automated Graph Contrastive Learning
Discriminative Graph-level Anomaly Detection via Dual-students-teacher Model
Common-Truss-based Community Search on Multilayer Graphs
Learning To Predict Shortest Path Distance
Efficient Regular Path Query Evaluation with Structural Path Constraints.EnSpeciVAT: Enhanced SpeciVAT for Cluster Tendency Identification in Graphs
Pessimistic Adversarially Regularized Learning for Graph Embedding
M2HGCL: Multi-Scale Meta-Path Integrated Heterogeneous Graph Contrastive Learning.