3 papers
cs.CL2026
When Confidence Fails: Overconfidence in LLMs under Uncertainty and Missing Clinical Information
Maryam Tahermazandarani, Adnan Mahmood, Fahmida Islam +1
Large Language Models (LLMs) have achieved strong performance in medical question answering and clinical reasoning tasks. However, their reliability under uncertainty remains poorl…
cs.LG2025
FairEquityFL -- A Fair and Equitable Client Selection in Federated Learning for Heterogeneous IoV Networks
Fahmida Islam, Adnan Mahmood, Noorain Mukhtiar +2
Federated Learning (FL) has been extensively employed for a number of applications in machine learning, i.e., primarily owing to its privacy preserving nature and efficiency in mit…
cs.CL2025
A Survey of the State-of-the-Art in Conversational Question Answering Systems
Manoj Madushanka Perera, Adnan Mahmood, Kasun Eranda Wijethilake +3
Conversational Question Answering (ConvQA) systems have emerged as a pivotal area within Natural Language Processing (NLP) by driving advancements that enable machines to engage in…