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
150 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
34 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
30 2015 On the relation between the sharpest directions of DNN loss and the SGD step length S Jastrzebski, Z Kenton, N Ballas, A Fischer, Y Bengio, A Storkey
arXiv preprint arXiv:1807.05031, 2018
22 2018 Generating the cosmic microwave background power asymmetry with Z Kenton, DJ Mulryne, S Thomas
Physical Review D 92 (2), 023505, 2015
19 2015 The separate universe approach to soft limits Z Kenton, DJ Mulryne
Journal of Cosmology and Astroparticle Physics 2016 (10), 035, 2016
17 2016 Finding Flatter Minima with SGD. S Jastrzebski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, AJ Storkey
ICLR (Workshop), 2018
10 2018 The squeezed limit of the bispectrum in multi-field inflation J. Cosmol Z Kenton, DJ Mulryne
Astropart. Phys 10 (018), 1507.08629, 2015
10 2015 Benchmarking bayesian deep learning with diabetic retinopathy diagnosis A Filos, S Farquhar, AN Gomez, TGJ Rudner, Z Kenton, L Smith, ...
Preprint, 2019
9 2019 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 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
7 * 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
6 2019 The separate universe approach to soft limits J. Cosmol Z Kenton, DJ Mulryne
Astropart. Phys 10 (035), 1605.03435, 2016
6 2016 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
5 * 2019 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
5 2018 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 
Amos StorkeyProfessor of Machine Learning and AI, School of Informatics, University of Edinburgh, UKZweryfikowany adres z ed.ac.uk
