4 papers
Tree-based RAG-Agent Recommendation System: A Case Study in Medical Test Data
Yahe Yang, Chengyue Huang
We present HiRMed (Hierarchical RAG-enhanced Medical Test Recommendation), a novel tree-structured recommendation system that leverages Retrieval-Augmented Generation (RAG) for int…
Adversarial Attack Against Images Classification based on Generative Adversarial Networks
Yahe Yang
Adversarial attacks on image classification systems have always been an important problem in the field of machine learning, and generative adversarial networks (GANs), as popular m…
Time Series Feature Redundancy Paradox: An Empirical Study Based on Mortgage Default Prediction
Chengyue Huang, Yahe Yang
With the widespread application of machine learning in financial risk management, conventional wisdom suggests that longer training periods and more feature variables contribute to…
Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison
Cailian Ruan, Chengyue Huang, Yahe Yang
This study introduces an evaluation framework for multimodal models in medical imaging diagnostics. We developed a pipeline incorporating data preprocessing, model inference, and p…