Engineered materials are ubiquitous throughout society and are critical to the development
of modern technology, yet many current material systems are inexorably tied to widespread …

Conspectus Humans are continually bombarded with massive amounts of data. To deal with
this influx of information, we use the concept of attention in order to perceive the most …

Spider webs are incredible biological structures, comprising thin but strong silk filament and
arranged into complex hierarchical architectures with striking mechanical properties (eg …

We describe a method to generate 3D architected materials based on mathematically
parameterized human readable word input, offering a direct materialization of language. Our …

Transformer neural networks show promising capabilities, in particular for uses in materials
analysis, design, and manufacturing, including their capacity to work effectively with human …

We report a method to generate de novo protein designs through a generative adversarial
neural network, MolShapeGAN, that can rapidly produce a large variety of nanoarchitected …

The prediction of mechanical and dynamical properties of proteins is an important frontier,
especially given the greater availability of proteins structures. Here we report a series of …

A variety of image generation methods have emerged in recent years, notably DALL-E 2,
Imagen and Stable Diffusion. While they have been shown to be capable of producing …

Mechanics underlies protein properties and behavior. From a theoretical standpoint, it is
possible to derive these based on physical rules. This is appealing because they provide …

Biological systems generate a wealth of materials, and their design principles inspire and
inform scientists from a broad range of fields. Nature often adapts hierarchical multilevel …