-The AIDOS lab is dedicated to establishing foundational principles in machine learning. Leveraging our experience in _computational geometry_ and _topology_, we focus on shaping well-principled methods to address holes in rapidly evolving AI landscape. We see ourselves as _toolsmiths_, crafting both observational and interventional frameworks using concepts such as the Euler characteristic, metric space magnitude, curvature, persistent homology, etc. Whether working with graphs, images, or natural language, our goal is to build tools that shed light the most difficult questions, prioritizing simplicity, elegance, and interpretability over mere performance. We hope our work can give back to the community, empowering new research directions and application developments grounded in principled methods. Although our core research targets method development in machine learning, we are also passionate about impacting change with the help of our wonderful collaborators in biomedical, healthcare, and environmental applications.
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