Abstract: A method for modifying energy consumption by a building includes receiving sensor data generated by a sensor, where the sensor data is indicative of at least one of a mixed air temperature, an outside air temperature, or air tonnage. The method further includes providing the sensor data as input into a computer-implemented machine learning model that is trained by way of reinforcement learning. The method also includes computing a setpoint modification through use of the machine learning model, where energy consumption is reduced based upon an HVAC system for the building implementing the setpoint modification.

Abstract: The present disclosure provides a method for displaying a three-dimensional space view. The three-dimensional space view includes a first three-dimensional space view and a second three-dimensional space view. The method includes presenting the first three-dimensional space view on a first user interface; presenting the second three-dimensional space view on a second user interface; changing the first three-dimensional space view according to a user input; and changing the second three-dimensional space view according to a change in the first three-dimensional space view.

Abstract: A resource preloading method performed by at least one processor and including: loading a static resource set of a round of a game during a character selection stage of the round, the character selection stage selecting a virtual character participating in the round, and the static resource set comprising resources that are to be used in the round and that are not related to character configuration information determined during the character selection stage; and based on the loading of the static resource set being completed during the character selection stage, loading a dynamic resource set of the round during a resource loading stage of the round, the dynamic resource set comprising resources that are to be used in the round and that are related to the character configuration information.

Abstract: A computing system is provided comprising a processor and a memory storing instructions executable by the processor. The instructions are executable to, during a run-time phase, receive run-time input data that includes time series data indicating a state of a graph network at each of a series of time steps. The graph network includes a plurality of nodes, and at least one edge connecting pairs of the nodes. The run-time input data is input into a trained graph neural network to thereby cause the graph neural network to output a predicted state of the graph network at one or more future time steps.

Abstract: According to implementations of the subject matter described herein, a solution is proposed for super-resolution image reconstructing. According to the solution, an input image with first resolution is obtained. An invertible neural network is trained using the input image, wherein the invertible neural network is configured to generate an intermediate image with second resolution and first high-frequency information based on the input image, the second resolution being lower than the first resolution. Subsequently, an output image with third resolution is generated based on the input image and second high-frequency information by using an inverse network of the trained invertible neural network, the second high-frequency information conforming to a predetermined distribution, and the third resolution being higher than the first resolution. The solution can effectively process a low-resolution image obtained by an unknown downsampling method, thereby obtaining a high-quality and high-resolution image.

Abstract: According to implementations of the subject matter described herein, a solution for image rescaling is proposed. According to the solution, an input image of a first resolution is obtained. An output image of a second resolution and high-frequency information following a predetermined distribution are generated based on the input image by using a trained invertible neural network, where the first resolution exceeds the second resolution. Besides, a further input image of the second resolution is obtained. A further output image of the first resolution is generated based on the further input image and high-frequency information following the predetermined distribution by using an inverse network of the invertible neural network. This solution can downscale an original image into a visually-pleasing low-resolution image with the same semantics and also can reconstruct a high-resolution image of high quality from a low-resolution image.

Abstract: A query method is provided and includes: acquiring association records, in which the association record is configured to indicate an execution area, execution time and user attribute data of an execution user, of a behavior; splitting the association record into behavior records based on attribute items included in the user attribute data of the association record, in which the behavior record is configured to indicate a mapping relationship between at least one of the attribute items and the execution area-the execution time; grouping the behavior records to determine behavior statistics information of each group; in which behavior records having the same attribute item, the same execution area and the same execution time belong to the same group; and displaying behavior statistics information of a target group in response to a query operation.

Abstract: A method for figure correction of an optical element includes forming a masking layer on a surface of the optical element. The optical element has thinning regions and non-thinning regions. The masking layer is patterned to form masking regions and non-masking regions, and the masking layer is positioned relative to the optical element in such a manner that the masking regions corresponds to the non-thinning regions of the optical element and the non-masking regions corresponds to the thinning regions of the optical element. The method further includes performing reactive ion etching on the optical element provided with the masking layer so as to etch the thinning regions of the optical element to reduce a thickness of the thinning region.

Abstract: The present disclosure provides a method for displaying a three-dimensional space view. The three-dimensional space view includes a first three-dimensional space view and a second three-dimensional space view. The method includes presenting the first three-dimensional space view on a first user interface; presenting the second three-dimensional space view on a second user interface; changing the first three-dimensional space view according to a user input; and changing the second three-dimensional space view according to a change in the first three-dimensional space view.

Abstract: The present disclosure provides a method for displaying a three-dimensional space view. The three-dimensional space view includes a first three-dimensional space view and a second three-dimensional space view. The method includes presenting the first three-dimensional space view on a first user interface; presenting the second three-dimensional space view on a second user interface; changing the first three-dimensional space view according to a user input; and changing the second three-dimensional space view according to a change in the first three-dimensional space view.

Abstract: Systems and methods for generating a furnishing plan for a property are disclosed. An exemplary system includes a communication interface configured to receive a floor plan of the property and a neural network model. The system further includes at least one processor configured to obtain structural data of the property based on the floor plan and learn furnishing information by applying the neural network model to the floor plan and the structural data. The furnishing information identifies one or more furnishing objects, positions of the respective furnishing objects placed in the floor plan, and dimensions of the respective furnishing objects. The at least one processor is also configured to generate the furnishing plan for the property based on the furnishing information.

Abstract: The present disclosure provides a method for displaying a three-dimensional space view. The three-dimensional space view includes a first three-dimensional space view and a second three-dimensional space view. The method includes presenting the first three-dimensional space view on a first user interface; presenting the second three-dimensional space view on a second user interface; changing the first three-dimensional space view according to a user input; and changing the second three-dimensional space view according to a change in the first three-dimensional space view.

Abstract: Systems and methods for generating a furnishing plan for a property are disclosed. An exemplary system includes a communication interface configured to receive a floor plan of the property and a neural network model. The system further includes at least one processor configured to obtain structural data of the property based on the floor plan and learn furnishing information by applying the neural network model to the floor plan and the structural data. The furnishing information identifies one or more furnishing objects, positions of the respective furnishing objects placed in the floor plan, and dimensions of the respective furnishing objects. The at least one processor is also configured to generate the furnishing plan for the property based on the furnishing information.

Abstract: A method for figure correction of an optical element includes forming a masking layer on a surface of the optical element. The optical element has thinning regions and non-thinning regions. The masking layer is patterned to form masking regions and non-masking regions, and the masking layer is positioned relative to the optical element in such a manner that the masking regions corresponds to the non-thinning regions of the optical element and the non-masking regions corresponds to the thinning regions of the optical element. The method further includes performing reactive ion etching on the optical element provided with the masking layer so as to etch the thinning regions of the optical element to reduce a thickness of the thinning region.

Abstract: Graph based evaluation by a computing device or system is described. In some example techniques, one or more subgraph nodes of a relationship subgraph may be generated based at least in part on a presenting of one or more items associated with the one or more associated subgraph nodes to a client. A click indication may be received that indicates the client has selected one of the presented items associated with the nodes. One or more edges of the relationship subgraph may be generated that begin at one or more respective unselected subgraph nodes associated with items presented concurrently with the selected item and end at a subgraph node associated with the selected item.

Abstract: The present invention relates to immunogens for treatment of hepatitis B and their preparation and use, and to vaccines or medicaments comprising said immunogens for treatment of hepatitis B and their preparation and use.

Abstract: Methods and systems are provided that may be utilized to recommend content to a user.

Abstract: Example methods, apparatuses, and articles of manufacture are disclosed that may be used to provide or otherwise support one or more ranking specialization techniques for use with search engine information management systems.

Abstract: The present invention relates to immunogens for treatment of hepatitis B and their preparation and use, and to vaccines or medicaments comprising said immunogens for treatment of hepatitis B and their preparation and use.

Abstract: Process for the polymerization of olefins, according to which at least one olefin is placed in contact with a catalytic system comprising: a) a solid catalytic complex based on magnesium, transition metal and halogen, the said catalytic complex being prepared by reacting, in a first step, at least one magnesium compound with at least one compound of a transition metal from group IVB or VB of the Periodic Table, until a liquid complex is obtained, and, in a subsequent step, by precipitating the said liquid complex using a halogen-containing organoaluminium compound of general formula AlRnX3-n in which R is a hydrocarbon radical, X is a halogen and n is less than 3, in order to collect a solid catalytic complex, and b) an organometallic compound of a metal from groups IA, IIA, IIB, IIIA and IVA of the Periodic Table, c) at least one electron donor used after the first step in the preparation of the solid catalytic complex leading to the production of a liquid complex.