Abstract: In various examples, systems and methods are disclosed relating to generating a simulated environment and update a machine learning model to move each of a plurality of human characters having a plurality of body shapes, to follow a corresponding trajectory within the simulated environment as conditioned on a respective body shape. The simulated human characters can have diverse characteristics (such as gender, body proportions, body shape, and so on) as observed in real-life crowds. A machine learning model can determine an action for a human character in a simulated environment, based at least on a humanoid state, a body shape, and task-related features. The task-related features can include an environmental feature and a trajectory.

Abstract: A method, system, and apparatus, including a program encoded on computer-readable medium, for downloading media content files to mobile devices includes downloading media files from local storage on a kiosk to a mobile device over a high-speed wireless communication link using an application on the mobile device. A message can be sent to the mobile device to provide notification of a proximity of the device to a kiosk when a location of the device satisfies predetermined criteria associated with a location of the kiosk, and a download can be initiated after authenticating the device. In addition, a battery charging service for charging the mobile device can be authorized through a charging port of a charging station in response to detecting the installed application on the mobile device. A file can be downloaded from a particular solid state drive in accordance with a file system detected for the device.

Abstract: A method, system, and apparatus, including a program encoded on computer-readable medium, for downloading media content files to mobile devices includes downloading media files from local storage on a kiosk to a mobile device over a high-speed wireless communication link using an application on the mobile device. A message can be sent to the mobile device to provide notification of a proximity of the device to a kiosk when a location of the device satisfies predetermined criteria associated with a location of the kiosk, and a download can be initiated after authenticating the device. In addition, a battery charging service for charging the mobile device can be authorized through a charging port of a charging station in response to detecting the installed application on the mobile device. A file can be downloaded from a particular solid state drive in accordance with a file system detected for the device.