Abstract: We consider deep neural networks (DNNs) with a Lipschitz continuous activation function and with weight matrices of variable widths. We establish a uniform convergence analysis framework in ...

In this important work, the authors present a new transformer-based neural network designed to isolate and quantify higher-order epistasis in protein sequences. They provide solid evidence that higher ...

The FIND function allows you to find a text string within another. It returns the position at which a character or string begins within another text string. The output of the above function will be 5, ...

We thank Dr. Jianzhi Zhang, Dr. Xionglei He, Dr. Weiwei Zhai, Shanshan Chen, Han Liu, Tianhan Wang, and three anonymous reviewers for valuable comments. This work was supported by the Strategic ...

Tennessee’s legislature recently overwhelmingly passed the Success Sequence Act, requiring public schools to teach about the positive outcomes of a life path that goes, in order: graduation from high ...

This repository contains the research paper and code related to Uniform Convergence of Lipschitz Functions with Dependent Gaussian Samples. The work provides theoretical bounds for learning Lipschitz ...

Over more than three billion years, natural evolution has intricately shaped the proteins we see today. Through countless random mutations and selective pressures, nature has crafted these proteins, ...

This research was supported by the United States Air Force through the Office of Scientific Research, Air Research and Development Command. Note: The article usage is presented with a three- to ...

Peptoids, or n-substitued glycines, are complex and diverse oligomeric structures which have been explored for a number of biomimetic applications including drug delivery, surfactants, and catalysts.