Author

Shoushan Li

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#artificial intelligence Preprint Aug 2026

BiGraph-Diffuse: A Bidirectional Diffusion Language Model with Graph-Structured Retrieval For Mental Health Counseling

Mental health disorders affect hundreds of millions of people around the world, yet access to professional counseling remains severely limited. AI-powered dialogue systems offer a scalable alternative, but existing models face two fundamental challenges. First, they lack the bidirectional understanding needed to captur...

Yu-Xiang Cheng, Quan-Wei Tang, Lvhui Lu et al. · 0 citations

Preprint Aug 2026

PDD-RRG: Posterior Diagnostic Decision for Study-level Radiology Report Generation

Automatic radiology report generation (RRG) aims to simulate the workflow of radiologists, assisting them in clinical diagnosis. However, existing methods often fall short in utilizing all information relevant to the examination, as is typically done in clinical practice. Although some works attempt to incorporate mult...

Yang Yu, Yiming Ji, Bin Dai et al. · 0 citations