Published in ICLR 2019 SafeML Workshop
Generalizing from a few environments in safety-critical reinforcement learning
Recommended citation: Kenton, Zachary; Filos, Angelos; Gal, Yarin; Evans, Owain (2019). "Generalizing from a few environments in safety-critical reinforcement learning. ICLR 2019 SafeML Workshop" https://zackenton.github.io/files/Generalizing_Limited_Environments.pdf
Published in ICLR, 2019
DNNs Sharpest Directions Along the SGD Trajectory
Recommended citation: Jastrzębski, Stanisław; Kenton, Zachary; Ballas, Nicolas; Fischer, Asja; Bengio, Yoshua; Storkey, Amos (2018). "DNNs Sharpest Directions Along the SGD Trajectory" https://openreview.net/forum?id=SkgEaj05t7¬eId=ryxqdQ7Je4
Published in FHI Tech Report
Predicting Human Deliberative Judgments with Machine Learning
Recommended citation: Evans, Owain; Stuhlmüller, Andreas; Cundy, Chris; Carey, Ryan; Kenton, Zachary; McGrath, Thomas; Schreiber, Andrew (2018). "Predicting Human Deliberative Judgments with Machine Learning" https://zackenton.github.io/files/predicting_judgments_final.pdf
Published in arxiv, accepted to ICANN 2018
Three Factors influencing Minima in SGD
Recommended citation: Jastrzębski, Stanisław; Kenton, Zachary; Arpit, Devansh; Ballas, Nicolas; Fischer, Asja; Bengio, Yoshua; Storkey, Amos (2017). "Three Factors Influencing Minima in SGD" https://arxiv.org/abs/1711.04623
Published in Queen Mary University of London
PhD Thesis, Inflation: Connecting Theory with Observables.
Recommended citation: Kenton, Zachary (2017). "Inflation: Connecting Theory with Observables." http://strings.ph.qmul.ac.uk/sites/default/files/CRST_Theses/ZacKenton.pdf
Published in JCAP
In this paper we study the non-Gaussian nature of cosmological perturbations by calculating higher order correlation functions produced by inflation with multiple light fields.
Recommended citation: Kenton, Zachary, Mulryne, David J. (2016). "The separate universe approach to soft limits." JCAP. http://iopscience.iop.org/article/10.1088/1475-7516/2016/10/035/meta
Published in JCAP
In this paper we study the non-Gaussian nature of cosmological perturbations by calculating the squeezed limit of the bispectrum produced by inflation with multiple light fields.
Recommended citation: Kenton, Zachary, Mulryne, David J. (2015). "The squeezed limit of the bispectrum in multi-field inflation." JCAP. http://iopscience.iop.org/article/10.1088/1475-7516/2015/10/018/meta
Published in PRD
In this paper we obtain a try to explain the observed CMB asymmetry using a higher order term in a Taylor series.
Recommended citation: Kenton, Zachary, Mulryne, David J., and Thomas, Steven. (2015). "Generating the cosmic microwave background power asymmetry with gNL." PRD. https://journals.aps.org/prd/abstract/10.1103/PhysRevD.92.023505
Published in JHEP
In this paper we obtain a cosmological model of Natural Inflation from string theory.
Recommended citation: Kenton, Zachary and Thomas, Steven. (2015). "D-brane potentials in the warped resolved conifold and natural inflation." JHEP. https://link.springer.com/article/10.1007/JHEP02(2015)127