Publications

I will try to keep this page up to date, but you can also see my google scholar profile. I am told that it can be hard to find my page on google scholar - this is likely one of the downsides of being called Smith.

Uncertainty Quantification for virtual diagnostic of particle accelerators

Owen Convery, Lewis Smith, Yarin Gal, Adi Hanuka

Towards global flood mapping onboard low cost satellites with machine learning

Gonzalo Mateo-Garcia, Joshua Veitch-Michealis, Lewis Smith, Silviu Oprea, Guy Schumann, Yarin Gal, Atılım Güneş Baydin, Dietmar Backes

Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations

Sebastian Farquhar, Lewis Smith, Yarin Gal

Capsule Networks: A Generative Probabilistic Perspective

Lewis Smith, Lisa Schut, Yarin Gal, Mark van der Wilk

Uncertainty Estimation Using a Single Deep Deterministic Neural Network

Joost van Amersfoort, Lewis Smith, Yee Whye Teh, Yarin Gal

Try Depth Instead of Weight Correlations: Mean-field is a Less Restrictive Assumption for Deeper Networks

Sebastian Farquhar, Lewis Smith, Yarin Gal

Flood Detection On Low Cost Orbital Hardware

Joshua Veitch-Michaelis, Gonzalo Mateo-Garcia, Silviu Oprea, Lewis Smith, Atılım Güneş Baydin, Dietmar Backes, Yarin Gal, Guy Schumann

Galaxy Zoo: Probabilistic Morphology through Bayesian CNNs and Active Learning

Mike Walmsley, Lewis Smith, Chris Lintott, Yarin Gal, Steven Bamford, Hugh Dickinson, Lucy Fortson, Sandor Kruk, Karen Masters, Claudia Scarlata, Brooke Simmons, Rebecca Smethurst, Darryl Wright

Sufficient Conditions for Idealised Models to Have No Adversarial Examples: a Theoretical and Empirical Study with Bayesian Neural Networks

Lewis Smith, Yarin Gal

Understanding Measures of Uncertainty for Adversarial Example Detection

Lewis Smith, Yarin Gal