Welcome to the official blog of the USC Melady Lab Website ! We are a research group at the University of Southern California, dedicated to advancing the frontiers of machine learning, artificial intelligence, and their impactful applications in healthcare and sustainability.
Exploring how foundation models can transform time series forecasting, representation, and reasoning.
Focusing on methods that make AI models more explainable, robust, and fair.
[[Aug 2025] The Three Pillars of Interpretable ML](https://cold-saturn-748.notion.site/Aug-2025-The-Three-Pillars-of-Interpretable-ML-24cb5de42441802f857ccd39f2d8380a)
Real-world impact through machine learning in climate modeling, healthcare prediction, and biomedical AI.
Designing systems that learn from and reason over text, images, time series, and structured signals.