Zobrazeno 1 - 10
of 30 060
pro vyhledávání: '"Wilton AS"'
Autor:
Ghanathe, Nikhil P, Wilton, Steven J E
TinyML models often operate in remote, dynamic environments without cloud connectivity, making them prone to failures. Ensuring reliability in such scenarios requires not only detecting model failures but also identifying their root causes. However,
Externí odkaz:
http://arxiv.org/abs/2411.10692
Direct air capture (DAC) of carbon dioxide is a critical technology for mitigating climate change, but current materials face limitations in efficiency and scalability. We discover novel DAC materials using a combined machine learning (ML) and high-t
Externí odkaz:
http://arxiv.org/abs/2410.13982
Autor:
Wilton, Henry, Sisto, Alessandro
Assuming that every hyperbolic group is residually finite, we prove the congruence subgroup property for mapping class groups of hyperbolic surfaces of finite type. Under the same assumption, it follows that profinitely equivalent hyperbolic 3-manifo
Externí odkaz:
http://arxiv.org/abs/2410.00556
Autor:
Rodrigues, Victor Hugo Pereira, Fantinatti, Maria, Oliveira, Tiago Roux, Freitas, Wilton dos Santos
Giardia lamblia is a flagellate intestinal protozoan with global distribution causing the disease known as giardiasis. This parasite is responsable for 35.1% of outbreaks of diarrhea caused by contaminated water which and mainly affects children in w
Externí odkaz:
http://arxiv.org/abs/2408.12573
Low-precision weights and activations in deep neural networks (DNNs) outperform their full-precision counterparts in terms of hardware efficiency. When implemented with low-precision operations, specifically in the extreme case where network paramete
Externí odkaz:
http://arxiv.org/abs/2407.04964
Autor:
Wilton, Henry
Let $X$ be a non-positively curved cube complex with hyperbolic fundamental group. We prove that $\pi_1(X)$ has a non-free subgroup of infinite index unless $\pi_1(X)$ is either free or a surface group, answering a question of Wise. A similar result
Externí odkaz:
http://arxiv.org/abs/2406.02121
Autor:
Norden, Tenzin, Martinez, Luis M., Tarefder, Nehan, Kwock, Kevin W. C., McClintock, Luke M., Olsen, Nicholas, Holtzman, Luke N., Zhu, Xiaoyang, Hone, James C., Yoo, Jinkyoung, Zhu, Jian-Xin, Schuck, P. James, Taylor, Antoinette J., Prasankumar, Rohit P., Kort-Kamp, Wilton J. M., Padmanabhan, Prashant
In addition to a plethora of emergent phenomena, the spatial topology of optical vortices enables an array of applications spanning communications to quantum photonics. Nonlinear optics is essential in this context, providing access to an infinitely
Externí odkaz:
http://arxiv.org/abs/2404.14306
Autor:
Ghanathe, Nikhil P, Wilton, Steven J E
Uncertainty quantification (UQ) provides a resource-efficient solution for on-device monitoring of tinyML models deployed without access to true labels. However, existing UQ methods impose significant memory and compute demands, making them impractic
Externí odkaz:
http://arxiv.org/abs/2404.12599
The imperative to deploy Deep Neural Network (DNN) models on resource-constrained edge devices, spurred by privacy concerns, has become increasingly apparent. To facilitate the transition from cloud to edge computing, this paper introduces a techniqu
Externí odkaz:
http://arxiv.org/abs/2404.02947
Autor:
Wilton, Jonathan, Ye, Nan
We consider training decision trees using noisily labeled data, focusing on loss functions that can lead to robust learning algorithms. Our contributions are threefold. First, we offer novel theoretical insights on the robustness of many existing los
Externí odkaz:
http://arxiv.org/abs/2312.12937