Roman Novak

Deep Neural Networks as Gaussian Processes

Jaehoon Lee, Yasaman Bahri, Roman Novak et al. · arXiv (Cornell University) · 2017 · 335 citations · Full text

Artificial Intelligence, Geometric Learning, Convolutional Neural Network +14

Deep Neural Networks as Gaussian Processes

Jaehoon Lee, Yasaman Bahri, Roman Novak et al. · arXiv (Cornell University) · 2018 · 313 citations · Full text

Artificial Intelligence, Geometric Learning, Convolutional Neural Network +14

Sensitivity and Generalization in Neural Networks: an Empirical Study

Roman Novak, Yasaman Bahri, Daniel A. Abolafia et al. · arXiv (Cornell University) · 2018 · 224 citations · Full text

Artificial Intelligence, Poor Generalization, Neural Scaling Law +15

Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes

Roman Novak, Lechao Xiao, Jaehoon Lee et al. · arXiv (Cornell University) · 2018 · 169 citations · Full text

Artificial Intelligence, Neural Scaling Law, Convolutional Neural Network +15

Sensitivity and Generalization in Neural Networks: an Empirical Study

Roman Novak, Yasaman Bahri, Daniel A. Abolafia et al. · arXiv (Cornell University) · 2018 · 97 citations · Full text

Artificial Intelligence, Poor Generalization, Neural Scaling Law +15