The 6th Annual Conference on Health, Inference, and Learning (CHIL 2025) was held at the University of California, Berkeley, bringing together experts to explore the intersection of machine learning and health. A key feature of the event was the Research Roundtables, designed to foster collaborative dialogue on critical topics within this field. These roundtables emphasized the importance of innovation in healthcare, highlighting ongoing efforts to integrate advanced inference and learning techniques into medical applications. The conference served as a platform for sharing insights and advancing research that could improve health outcomes through machine learning. By facilitating discussions among researchers and practitioners, CHIL 2025 underscored the growing relevance of artificial intelligence in addressing complex health challenges. The event's focus on collaboration and knowledge exchange reflects a broader trend toward interdisciplinary approaches in healthcare innovation.