3 papers
cs.NI2025
LM4Opt-RA: A Multi-Candidate LLM Framework with Structured Ranking for Automating Network Resource Allocation
Tasnim Ahmed, Siana Rizwan, Naveed Ejaz +1
Building on advancements in Large Language Models (LLMs), we can tackle complex analytical and mathematical reasoning tasks requiring nuanced contextual understanding. A prime exam…
cs.LG2025
SLA-Centric Automated Algorithm Selection Framework for Cloud Environments
Siana Rizwan, Tasnim Ahmed, Salimur Choudhury
Cloud computing offers on-demand resource access, regulated by Service-Level Agreements (SLAs) between consumers and Cloud Service Providers (CSPs). SLA violations can impact effic…
q-bio.QM2024
Precision Cancer Classification and Biomarker Identification from mRNA Gene Expression via Dimensionality Reduction and Explainable AI
Farzana Tabassum, Sabrina Islam, Siana Rizwan +4
Gene expression analysis is a critical method for cancer classification, enabling precise diagnoses through the identification of unique molecular signatures associated with variou…