Will Grathwohl
Will Grathwohl
Verified email at cs.toronto.edu - Homepage
TitleCited byYear
Ffjord: Free-form continuous dynamics for scalable reversible generative models
W Grathwohl, RTQ Chen, J Bettencourt, I Sutskever, D Duvenaud
arXiv preprint arXiv:1810.01367, 2018
Backpropagation through the void: Optimizing control variates for black-box gradient estimation
W Grathwohl, D Choi, Y Wu, G Roeder, D Duvenaud
arXiv preprint arXiv:1711.00123, 2017
Invertible residual networks
J Behrmann, W Grathwohl, RTQ Chen, D Duvenaud, JH Jacobsen
arXiv preprint arXiv:1811.00995, 2018
Precision medicine as a control problem: Using simulation and deep reinforcement learning to discover adaptive, personalized multi-cytokine therapy for sepsis
BK Petersen, J Yang, WS Grathwohl, C Cockrell, C Santiago, G An, ...
arXiv preprint arXiv:1802.10440, 2018
Disentangling space and time in video with hierarchical variational auto-encoders
W Grathwohl, A Wilson
arXiv preprint arXiv:1612.04440, 2016
Gradient-based optimization of neural network architecture
W Grathwohl, E Creager, SKS Ghasemipour, R Zemel
Deep reinforcement learning and simulation as a path toward precision medicine
BK Petersen, J Yang, WS Grathwohl, C Cockrell, C Santiago, G An, ...
Journal of Computational Biology 26 (6), 597-604, 2019
Training Glow with constant memory cost
X Li, W Grathwohl
NIPS Workshop on Bayesian Deep Learning, 2018
Few-shot Learning for Free by Modelling Global Class Structure
X Li, W Grathwohl, E Triantafillou, D Duvenaud, R Zemel
2nd Workshop on Meta-Learning at NeurIPS, 2018
Using digital ultrasound to investigate trill vibration.
DH Whalen, K Iskarous, W Grathwohl, M Proctor
The Journal of the Acoustical Society of America 128 (4), 2289-2289, 2010
Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One
W Grathwohl, KC Wang, JH Jacobsen, D Duvenaud, M Norouzi, ...
arXiv preprint arXiv:1912.03263, 2019
Design Motifs for Probabilistic Generative Design
G Roeder, N Killoran, W Grathwohl, D Duvenaud
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Articles 1–12