3 papers
cs.SE2026
Toward Production-Ready Federated Learning in Healthcare: Privacy, Orchestration, and Governance in MLOps
Sakshi Gorkhali, Jonesh Shrestha
Healthcare organizations often cannot freely centralize patient data because medical records are sensitive, regulated, and institutionally controlled. Federated learning offers a p…
cs.CV2026
Ingredient-Level Food Image Segmentation for Nutrition Awareness
Jonesh Shrestha
Food images often contain several visible ingredients, so assigning one dish label to an entire image hides important visual structure. This work studies ingredient-level semantic…
cs.SE2025
Evaluating the Application of SOLID Principles in Modern AI Framework Architectures
Jonesh Shrestha
This research evaluates the extent to which modern AI frameworks, specifically TensorFlow and scikit-learn, adhere to the SOLID design principles - Single Responsibility, Open/Clos…