Abstract: A computer system that includes a plurality of compute clusters that are located at different geographical locations. Each compute cluster is powered by a local energy source at a geographical location of that compute cluster. Each local energy source has a pattern of energy supply that is variable over time based on an environmental factor. The computer system further includes a server system that executes a global scheduler that distributes virtual machines that perform compute tasks for server-executed software programs to the plurality of compute clusters of the distributed compute platform. To distribute virtual machines for a target server-executed software program, the global scheduler is configured to select a subset of compute clusters that have different complementary patterns of energy supply such that the subset of compute clusters aggregately provide a target compute resource availability for virtual machines for the target server-executed software program.

Abstract: A system for fusion of multimodal receives a spatial input and a temporal input, wherein the spatial input comprises spatial data having spatial embeddings and the temporal input comprises temporal data having temporal embeddings. The spatial embeddings and the temporal embeddings have different time dimensions. A spatial data output with the spatial embeddings having a same time dimension as the temporal embeddings is generated from the spatial data based on a spatial perception model. The spatial perception model is pre-trained. A temporal data output is generated from the temporal data based on a temporal model. The spatial data output and the temporal data output are combined into an output representing dependencies between the spatial input and the temporal input using a fusion model. A desired target variable is obtained from the output and one of an estimated or predicted value is generated based on the desired target value.

Abstract: Methods, systems, and media are provided for using a calculator application to calculate answer values by evaluating formulas based on user input. The calculator application is hosted by an operating system and includes a template store containing templates that define user interface elements such as input fields associated with variables. The templates also have embodied therein formulae that define relationships between the variables. A user-interface, generated from information in a template, is provided to a user that includes input fields for receiving values to be associated with variables. Answer values are calculated by evaluating the formulae based on user input.