Saima Tasnim

Mental health supportive response matching via multi-view graph attention on concept interaction graphs

2026 · Discover Analytics

Abstract Selecting an appropriate supportive response for a mental health question post is a key step toward scalable mental health question answering, yet it remains difficult due to semantic mismatch, noisy informal language, and the …

Multi-scale patch embedding and distribution-aware transformer learning for explainable histopathology analysis

2026 · Results in Control and Optimization

This study introduces Histo-AdaptiveViT, a model designed for patch-level multi-class histopathology classification, focusing on generating local evidence for pathology workflows rather than serving as a standalone diagnostic tool. It employs a three-stage CNN to create …