Publications

Filter by type:
Interpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels

PDF

Revisiting the Train Loss: an Efficient Performance Estimator for Neural Architecture Search

PDF Code

Neural Architecture Generator Optimization

PDF Code Poster

A Bayesian Perspective on Training Speed and Model Selection

PDF Poster

Bayesian Optimisation over Multiple Continuous and Categorical Inputs

PDF Code Slides

BayesOpt Adversarial Attack

PDF Code

MEMe: An Accu- rate Maximum Entropy Method for Efficient Approximations in Large-Scale Machine Learning

PDF

How does mini-batching affect Curvature information for second order deep learning optimization?

PDF

Asynchronous Batch Bayesian Optimisation with Improved Local Penalisation

PDF Code Slides

Fast Information-theoretic Bayesian Optimisation

PDF Code Poster

Entropic Spectral Learning in Large Scale Networks

PDF