Search Results for author: Will Xiao

Found 4 papers, 3 papers with code

Fooling the primate brain with minimal, targeted image manipulation

no code implementations11 Nov 2020 Li Yuan, Will Xiao, Giorgia Dellaferrera, Gabriel Kreiman, Francis E. H. Tay, Jiashi Feng, Margaret S. Livingstone

Here we propose an array of methods for creating minimal, targeted image perturbations that lead to changes in both neuronal activity and perception as reflected in behavior.

Adversarial Attack Image Manipulation

Gradient-free activation maximization for identifying effective stimuli

1 code implementation1 May 2019 Will Xiao, Gabriel Kreiman

To circumvent this problem, we developed a method for gradient-free activation maximization by combining a generative neural network with a genetic algorithm.

Biologically-plausible learning algorithms can scale to large datasets

2 code implementations ICLR 2019 Will Xiao, Honglin Chen, Qianli Liao, Tomaso Poggio

These results complement the study by Bartunov et al. (2018), and establish a new benchmark for future biologically plausible learning algorithms on more difficult datasets and more complex architectures.

Biologically-plausible Training

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