3 papers
cs.SD2026
Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features
Lisan Al Amin, Rakib Hossain, Mahbubul Islam +2
Quantum machine learning has emerged as a promising tool for pattern recognition, yet many audio-focused approaches still treat spectrograms as generic images and do not explicitly…
cs.LG2026
Hybrid Federated and Split Learning for Privacy Preserving Clinical Prediction and Treatment Optimization
Farzana Akter, Rakib Hossain, Deb Kanna Roy Toushi +3
Collaborative clinical decision support is often constrained by governance and privacy rules that prevent pooling patient-level records across institutions. We present a hybrid pri…
q-fin.RM2025
Bayesian Modeling for Uncertainty Management in Financial Risk Forecasting and Compliance
Sharif Al Mamun, Rakib Hossain, Md. Jobayer Rahman +3
A Bayesian analytics framework that precisely quantifies uncertainty offers a significant advance for financial risk management. We develop an integrated approach that consistently…