Search Results for author: Chris Miller

Found 5 papers, 1 papers with code

Personalised recommendations of sleep behaviour with neural networks using sleep diaries captured in Sleepio

no code implementations29 Jul 2022 Alejo Nevado-Holgado, Colin Espie, Maria Liakata, Alasdair Henry, Jenny Gu, Niall Taylor, Kate Saunders, Tom Walker, Chris Miller

In collaboration with Big Health, the therapeutics company that created and utilizes Sleepio, we have analysed data from a random sample of 401, 174 sleep diaries and built a neural network to model sleep behaviour and sleep quality of each individual in a personalised manner.

Sleep Quality

Unsupervised Cross-Task Generalization via Retrieval Augmentation

1 code implementation17 Apr 2022 Bill Yuchen Lin, Kangmin Tan, Chris Miller, Beiwen Tian, Xiang Ren

Humans can perform unseen tasks by recalling relevant skills acquired previously and then generalizing them to the target tasks, even if there is no supervision at all.

Retrieval

Query-Free Adversarial Transfer via Undertrained Surrogates

no code implementations1 Jul 2020 Chris Miller, Soroush Vosoughi

Deep neural networks are vulnerable to adversarial examples -- minor perturbations added to a model's input which cause the model to output an incorrect prediction.

Adversarial Attack

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