3 papers
cs.LG2026
Federated Continual Learning for Privacy-Preserving Hospital Imaging Classification
Anay Sinhal, Arpana Sinhal, Amit Sinhal
Deep learning models for radiology interpretation increasingly rely on multi-institutional data, yet privacy regulations and distribution shift across hospitals limit central data…
cs.DS2026
Algorithmic Reductions: Network Flow and NP-Completeness in Real-World Scheduling Problems
Anay Sinhal, Arpana Sinhal, Amit Sinhal +1
This paper presents two real-world scheduling problems and their algorithmic solutions through polynomial-time reductions. First, we address the Hospital Patient-to-Bed Assignment…
cs.LG2025
Stress Monitoring in Healthcare: An Ensemble Machine Learning Framework Using Wearable Sensor Data
Arpana Sinhal, Anay Sinhal, Amit Sinhal
Healthcare professionals, particularly nurses, face elevated occupational stress, a concern amplified during the COVID-19 pandemic. While wearable sensors offer promising avenues f…