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05/05/2023
Data Encoding For Healthcare Data Democratisation and Information Leakage Prevention
The lack of data democratization and information leakage from trained mo...
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07/30/2021
Coordinate descent on the orthogonal group for recurrent neural network training
We propose to use stochastic Riemannian coordinate descent on the orthog...
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05/17/2021
Activation function design for deep networks: linearity and effective initialisation
The activation function deployed in a deep neural network has great infl...
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12/03/2020
An Empirical Study of Derivative-Free-Optimization Algorithms for Targeted Black-Box Attacks in Deep Neural Networks
We perform a comprehensive study on the performance of derivative free o...
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02/24/2020
A Model-Based Derivative-Free Approach to Black-Box Adversarial Examples: BOBYQA
We demonstrate that model-based derivative free optimisation algorithms ...
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02/07/2019