Algorithm Design

Algorithm design focuses on creating efficient and effective computational procedures to solve problems across diverse domains. Current research emphasizes developing robust algorithms adaptable to various constraints (e.g., delayed feedback, non-stationarity, mixed variable types) and incorporating machine learning predictions to enhance performance while maintaining worst-case guarantees. This field is crucial for advancing artificial intelligence, optimizing resource utilization in various applications (e.g., robotics, chip design), and improving the reliability and trustworthiness of machine learning models.