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Explore fundamental concepts and cutting-edge developments in graph learning through this comprehensive boot camp featuring leading researchers from Technion Israel Institute of Technology, NVidia, and RWTH Aachen University. Delve into the intersection of graph learning and theoretical computer science as experts Ameya Velingker, Haggai Maron, and Christopher Morris present essential foundations and advanced techniques in this rapidly evolving field. Gain insights into how graph neural networks, graph algorithms, and theoretical frameworks combine to solve complex problems across various domains. Learn about the mathematical underpinnings of graph learning methods, their computational complexity, and practical applications in machine learning and artificial intelligence. Discover how theoretical computer science principles inform the design and analysis of graph learning algorithms, providing both rigorous foundations and practical guidance for researchers and practitioners working with graph-structured data.
Syllabus
Boot Camp on Graph Learning
Taught by
Simons Institute