Current Appointments & Affiliations
Assistant Research Professor of Computer Science
·
2023 - Present
Computer Science,
Trinity College of Arts & Sciences
Recent Publications
Functional Connectomes of Neural Networks
Conference Proceedings of the AAAI Conference on Artificial Intelligence · April 11, 2025 The human brain is a complex system, and understanding its mechanisms has been a long-standing challenge in neuroscience. The study of the functional connectome, which maps the functional connections between different brain regions, has provided valuable i ... Full text CiteTOPOLOGICAL LEARNING FOR BRAIN NETWORKS.
Journal Article The annals of applied statistics · March 2023 This paper proposes a novel topological learning framework that integrates networks of different sizes and topology through persistent homology. Such challenging task is made possible through the introduction of a computationally efficient topological loss ... Full text CiteWasserstein Distance-Preserving Vector Space of Persistent Homology
Conference Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) · January 1, 2023 Analysis of large and dense networks based on topology is very difficult due to the computational challenges of extracting meaningful topological features from networks. In this paper, we present a computationally tractable approach to topological data ana ... Full text CiteEducation, Training & Certifications
University of Wisconsin, Madison ·
2023
Ph.D.