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04/13/2023
Do deep neural networks have an inbuilt Occam's razor?
The remarkable performance of overparameterized deep neural networks (DN...
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01/26/2022
Evaluating language-biased image classification based on semantic representations
Humans show language-biased image recognition for a word-embedded image,...
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06/25/2021
Transflower: probabilistic autoregressive dance generation with multimodal attention
Dance requires skillful composition of complex movements that follow rhy...
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03/10/2021
Why Flatness Correlates With Generalization For Deep Neural Networks
The intuition that local flatness of the loss landscape is correlated wi...
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02/14/2021
Double-descent curves in neural networks: a new perspective using Gaussian processes
Double-descent curves in neural networks describe the phenomenon that th...
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12/07/2020
Generalization bounds for deep learning
Generalization in deep learning has been the topic of much recent theore...
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06/26/2020
Is SGD a Bayesian sampler? Well, almost
Overparameterised deep neural networks (DNNs) are highly expressive and ...
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09/25/2019
Neural networks are a priori biased towards Boolean functions with low entropy
Understanding the inductive bias of neural networks is critical to expla...
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05/22/2018