Zachary Kenton
Zachary Kenton
DeepMind
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Tytuł
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Three factors influencing minima in sgd
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
arXiv preprint arXiv:1711.04623, 2017
2152017
On the relation between the sharpest directions of DNN loss and the SGD step length
S Jastrzębski, Z Kenton, N Ballas, A Fischer, Y Bengio, A Storkey
arXiv preprint arXiv:1807.05031, 2018
402018
D-brane potentials in the warped resolved conifold and natural inflation
Z Kenton, S Thomas
Journal of High Energy Physics 2015 (2), 1-42, 2015
352015
A systematic comparison of bayesian deep learning robustness in diabetic retinopathy tasks
A Filos, S Farquhar, AN Gomez, TGJ Rudner, Z Kenton, L Smith, ...
arXiv preprint arXiv:1912.10481, 2019
272019
The squeezed limit of the bispectrum in multi-field inflation
Z Kenton, DJ Mulryne
Journal of Cosmology and Astroparticle Physics 2015 (10), 018, 2015
242015
Generating the cosmic microwave background power asymmetry with
Z Kenton, DJ Mulryne, S Thomas
Physical Review D 92 (2), 023505, 2015
202015
Finding flatter minima with sgd
S Jastrzebski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, AJ Storkey
ICLR (Workshop), 2018
182018
The separate universe approach to soft limits
Z Kenton, DJ Mulryne
Journal of Cosmology and Astroparticle Physics 2016 (10), 035, 2016
172016
Specification gaming: the flip side of AI ingenuity
V Krakovna, J Uesato, V Mikulik, M Rahtz, T Everitt, R Kumar, Z Kenton, ...
DeepMind Blog, 2020
142020
Benchmarking bayesian deep learning with diabetic retinopathy diagnosis
A Filos, S Farquhar, AN Gomez, TGJ Rudner, Z Kenton, L Smith, ...
Preprint, 2019
132019
Generalizing from a few environments in safety-critical reinforcement learning
Z Kenton, A Filos, Y Gal, O Evans
Safe Machine Learning workshop at ICLR, 2019
102019
Imitating interactive intelligence
J Abramson, A Ahuja, I Barr, A Brussee, F Carnevale, M Cassin, ...
arXiv preprint arXiv:2012.05672, 2020
92020
Predicting Human Deliberative Judgments with Machine Learning
O Evans, A Stuhlmüller, C Cundy, R Carey, Z Kenton, T McGrath, ...
https://zackenton.github.io/files/predicting_judgments_final.pdf, 2018
82018
DNN's Sharpest Directions Along the SGD Trajectory
S Jastrzębski, Z Kenton, N Ballas, A Fischer, Y Bengio, A Storkey
Modern Trends in Nonconvex Optimization for Machine Learning Workshop (ICML …, 2018
8*2018
Width of minima reached by stochastic gradient descent is influenced by learning rate to batch size ratio
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
International Conference on Artificial Neural Networks, 392-402, 2018
52018
Alignment of Language Agents
Z Kenton, T Everitt, L Weidinger, I Gabriel, V Mikulik, G Irving
arXiv preprint arXiv:2103.14659, 2021
12021
Finding flatter minima with SGD
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
12018
Inflation: Connecting Theory with Observables
Z Kenton
Queen Mary University of London, 2017
2017
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