Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing protein design. In one aspect, a method comprises: processing an input characterizing a target protein structure of a target protein using an embedding neural network having a plurality of embedding neural network parameters to generate an embedding of the target protein structure of the target protein; determining a predicted amino acid sequence of the target protein based on the embedding of the target protein structure, comprising: conditioning a generative neural network having a plurality of generative neural network parameters on the embedding of the target protein structure; and generating, by the generative neural network conditioned on the embedding of the target protein structure, a representation of the predicted amino acid sequence of the target protein.

Abstract: Systems, methods, client devices, and non-transitory computer-readable media are disclosed for rendering custom video call interfaces having customizable video cells and/or interactive interface objects during a video call. For example, the disclosed systems can conduct a video call with one or more participant client devices through a streaming channel established for the video call. During the video call, the disclosed systems can render a video cell that portrays a video received from a participant client device in a grid-view display format. Subsequently, upon detecting a user interaction that indicates a request to customize a video call interface, the disclosed systems can render the video cell within a custom video call interface in a self-view display format. In some cases, the client device, via the self-view display format, facilitates various customizations and/or interactions with video cells and other interactive objects displayed on the client device during the video call.

Abstract: Systems, methods, client devices, and non-transitory computer-readable media are disclosed for utilizing video data and video processing data to enable shared augmented reality scenes having video textures depicting participants of video calls as augmented reality (AR) effects during the video calls. For instance, the disclosed systems can establish a video call between client devices that include streaming channels (e.g., a video and audio data channel). In one or more implementations, the disclosed systems enable the client devices to transmit video processing data and video data of a participant through the streaming channel during a video call. Indeed, in one or more embodiments, the disclosed systems cause the client devices to utilize video data streams and video processing data to render videos as video textures within AR effects in a shared AR scene (or AR space) of the video call (e.g., to depict participants within the AR scene).