Impact of Labeling Noise on Machine Learning: A Cost-aware Empirical Study. - Abdulrahman Ahmed Gharawi; Jumana Alsubhi; Lakshmish Ramaswamy (ICMLA, 2022)

Cost-Aware Ensemble Learning Approach for Overcoming Noise in Labeled Data. - Abdulrahman Ahmed Gharawi; Jumana Alsubhi; Lakshmish Ramaswamy (ICAART (3), 2023)

Cost-Aware TrE-ND: Tri-embed Noise Detection for Enhancing Data Quality of Knowledge Graph. - Jumana Alsubhi; Abdulrahman Ahmed Gharawi; Lakshmish Ramaswamy (ICAART (3), 2024)

Optimizing RAG Pipelines for Arabic: A Systematic Analysis of Core Components. - Jumana Alsubhi; Mohammad D. Alahmadi; Ahmed Alhusayni; Ibrahim Aldailami; Israa Hamdine; Ahmed A Shabana; Yazeed Iskandar; Suhayb Khayyat (CoRR, 2025)