Samuel S. Schoenholz
发表
Jaehoon Lee,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2020,
NeurIPS.
Ge Zhang,
Andrea J. Liu,
Samuel S. Schoenholz,
2020
.
Samuel S. Schoenholz,
Jeffrey Pennington,
Greg Yang,
2019
.
Navdeep Jaitly,
Andrew M. Dai,
Samuel S. Schoenholz,
2018,
1808.06576.
Samuel S. Schoenholz,
Jeffrey Pennington,
Lechao Xiao,
2020,
ICML.
Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks
pdf
Samuel S. Schoenholz,
Jeffrey Pennington,
Minmin Chen,
2018,
ICML.
Whitening and second order optimization both destroy information about the dataset, and can make generalization impossible
pdf
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
Ethan Dyer,
2020,
ArXiv.
Surya Ganguli,
Samuel S. Schoenholz,
Jeffrey Pennington,
2017,
NIPS.
Samuel S. Schoenholz,
Greg Yang,
S. Schoenholz,
2018,
ICLR 2018.
Quoc V. Le,
Samuel S. Schoenholz,
Barret Zoph,
2017,
ICLR.
Samuel S. Schoenholz,
Jeffrey Pennington,
Greg Yang,
2019,
ArXiv.
Samuel S. Schoenholz,
Jeffrey Pennington,
Lechao Xiao,
2017
.
Ádám M. Halász,
M. Ani Hsieh,
Samuel S. Schoenholz,
2009,
2009 IEEE International Conference on Robotics and Automation.
Samuel S. Schoenholz,
S. Schoenholz,
2017,
Journal of Physics: Conference Series.
Samuel S. Schoenholz,
Ekin D. Cubuk,
2020,
NeurIPS.
Jaehoon Lee,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2017,
ICLR.
Jaehoon Lee,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2019,
ICLR.
Samuel S. Schoenholz,
Oriol Vinyals,
George E. Dahl,
2017,
ICML.
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
Jeffrey Pennington,
2019,
ICLR.
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
Jeffrey Pennington,
2017,
ArXiv.
Surya Ganguli,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2020,
Annual Review of Condensed Matter Physics.
Samuel S. Schoenholz,
Luke Hutchinson,
George E. Dahl,
2017
.
Colin Raffel,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2017,
International Conference on Learning Representations.
Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10, 000-Layer Vanilla Convolutional Neural Networks
pdf
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
Jeffrey Pennington,
2018,
ICML.
Yann Dauphin,
Samuel S. Schoenholz,
Yann Dauphin,
2019,
NeurIPS.
Samuel S. Schoenholz,
Greg Yang,
S. Schoenholz,
2017,
NIPS.
Surya Ganguli,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2016,
ICLR.
Jaehoon Lee,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2020,
ArXiv.
Martin Wattenberg,
Samuel S. Schoenholz,
Ian J. Goodfellow,
2018,
ICLR.
Jaehoon Lee,
Jascha Sohl-Dickstein,
Samuel S. Schoenholz,
2019,
NeurIPS.
Samuel S. Schoenholz,
Jeffrey Pennington,
Lechao Xiao,
2019,
ArXiv.
Andrea J. Liu,
Samuel S. Schoenholz,
Efthimios Kaxiras,
2015
.
Surya Ganguli,
Samuel S. Schoenholz,
Jeffrey Pennington,
2018,
AISTATS.
Rapid training of deep neural networks without skip connections or normalization layers using Deep Kernel Shaping
pdf
Samuel S. Schoenholz,
Valentin Dalibard,
Guillaume Desjardins,
2021,
ArXiv.
Samuel S. Schoenholz,
Andrea J. Liu,
Miguel Ruiz-Garcia,
2021,
ICML.
Samuel S. Schoenholz,
Ekin D. Cubuk,
Luke Metz,
2021,
ICML.
Samuel S. Schoenholz,
Ethan Dyer,
Daniel Duckworth,
2020,
ICML.
Samuel S. Schoenholz,
Tal Kachman,
Luke Metz,
2021,
ArXiv.
Jaehoon Lee,
Samuel S. Schoenholz,
Jeffrey Pennington,
2020,
NeurIPS.
Bing Huang,
Samuel S. Schoenholz,
Oriol Vinyals,
2017,
1702.05532.
Carl P. Goodrich,
Samuel S. Schoenholz,
Ekin D. Cubuk,
2021,
Proceedings of the National Academy of Sciences.
Pushmeet Kohli,
Samuel S. Schoenholz,
Demis Hassabis,
2020
.
Samuel S. Schoenholz,
Andrea J. Liu,
Robert A. Riggleman,
2014,
1404.1403.
Samuel S. Schoenholz,
Ekin D. Cubuk,
Andrea J. Liu,
2018,
Proceedings of the National Academy of Sciences.
Samuel S. Schoenholz,
Ekin D. Cubuk,
Efthimios Kaxiras,
2020,
2008.09681.