Newsroom
Graph Neural Networks
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FDS Colloquium: Jun’ichi Takeuchi (Kyushu), “Fisher information and Neural Tangent Kernels”
Abstract: We argue relation between neural tangent kernels (NTK) and Fisher information matrices of neural networks. For the Fisher information matrices of two layer […]
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FDS Colloquium: Elliot Paquette (McGill), “High-dimensional Optimization with Applications to Compute-Optimal Neural Scaling Laws”
Abstract: Given the massive scale of modern ML models, we now only get a single shot to train them effectively. This restricts our ability to test multiple […]
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FDS Colloquium: Song Mei (Berkeley), “Revisiting neural network approximation theory in the age of generative AI”
Optional Zoom link: https://yale.zoom.us/j/97222935172 Abstract: Textbooks on deep learning theory primarily perceive neural networks as universal function approximators. While this classical viewpoint is fundamental, it […]
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Nicholas A. Christakis (Sociology) elected to National Academy of Sciences
Congratulations to FDS member Nicholas A. Christakis, MD, PhD, MPH, elected as a member of the National Academy of Sciences.