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
185 2017 D-brane potentials in the warped resolved conifold and natural inflation Z Kenton, S Thomas
Journal of High Energy Physics 2015 (2), 127, 2015
35 2015 The squeezed limit of the bispectrum in multi-field inflation Z Kenton, DJ Mulryne
Journal of Cosmology and Astroparticle Physics 2015 (10), 018, 2015
31 2015 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
29 2018 Generating the cosmic microwave background power asymmetry with Z Kenton, DJ Mulryne, S Thomas
Physical Review D 92 (2), 023505, 2015
20 2015 The separate universe approach to soft limits Z Kenton, DJ Mulryne
Journal of Cosmology and Astroparticle Physics 2016 (10), 035, 2016
18 2016 Finding Flatter Minima with SGD. S Jastrzebski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, AJ Storkey
ICLR (Workshop), 2018
16 2018 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
14 2019 Benchmarking bayesian deep learning with diabetic retinopathy diagnosis A Filos, S Farquhar, AN Gomez, TGJ Rudner, Z Kenton, L Smith, ...
Preprint, 2019
12 2019 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
8 2020 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
8 * 2019 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 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
7 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
4 2018 Imitating Interactive Intelligence J Abramson, A Ahuja, A Brussee, F Carnevale, M Cassin, S Clark, ...
arXiv preprint arXiv:2012.05672, 2020
1 2020 Finding flatter minima with SGD S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
1 2018 Inflation: Connecting Theory with Observables Z Kenton
Queen Mary University of London, 2017
2017