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stat.ML2025★ 3 cited
On the Statistical Capacity of Deep Generative Models
Edric Tam, David B. Dunson
Deep generative models are routinely used in generating samples from complex, high-dimensional distributions. Despite their apparent successes, their statistical properties are not…
stat.ML2020
Fiedler Regularization: Learning Neural Networks with Graph Sparsity
Edric Tam, David Dunson
We introduce a novel regularization approach for deep learning that incorporates and respects the underlying graphical structure of the neural network. Existing regularization meth…