Mohammed Adnan

Federated Learning and Differential Privacy for Medical Image Analysis

2021 · Research Square

<title>Abstract</title> The artificial intelligence revolution has been spurred forward by the availability of large-scale datasets. In contrast, the paucity of large-scale medical datasets hinders the application of machine learning in healthcare. The lack of publicly …

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 …