Abstract: Resource use orchestration for multiple application instances is described. In accordance with the described techniques, a time interval for accessing a resource is divided into multiple time slots. In one or more implementations, the resource is a graphics processing unit. Each of a plurality of containers associated with an application is assigned to one of the multiple time slots according to a disbursement algorithm. A respective signal offset is provided to each container based on an assigned time slot of the container. The provided signal offsets cause the plurality of containers to access the resource for the application in a predetermined order.

Abstract: A set of interlocking blocks consists a plurality of first blocks and a plurality of second blocks capable of forming kinematic interlock. Each of the first blocks and second blocks comprise at least one male joint and female joint for mating with its counterpart. The motion of the first blocks and second blocks are constrained by joints. Subsequent first blocks and/or second blocks reinforce and immobilize prior first blocks and/or second blocks. Assembly of an interlock structure consisting the set of interlocking blocks may be performed via translation motions.

Abstract: The present disclosure provides a method and apparatus for deconvolving feature data using convolution hardware. The method includes: reading a feature map and deconvolution kernel into on-chip memory, and padding zeroes to the feature map; determining convolution kernels based on the deconvolution kernel; removing a row and/or column of each convolution kernel whose elements all are invalid weights, to obtain an optimized convolution kernel, and removing a corresponding row and/or column in the zero-padded feature map to obtain an corresponding optimized feature map; convolving each optimized convolution kernel with corresponding optimized feature map using the multiply-add array, to obtain convolutional outputs; and interleaving and synthesizing the convolutional outputs to obtain an interleaving synthetic output including at least a deconvolutional output corresponding to the feature map and deconvolution kernel.

Abstract: Disclosed are a feature extraction method and apparatus for a three-dimensional feature map, a storage medium, and an electronic device. The method includes: determining an overlay parameter based on depth information of a three-dimensional feature map to be processed; decomposing the three-dimensional feature map into a plurality of target two-dimensional feature maps based on the depth information and the overlay parameter; performing two-dimensional convolution processing on each of the plurality of target two-dimensional feature maps to obtain a plurality of initial feature maps; and determining a target feature map corresponding to the three-dimensional feature map based on the plurality of initial feature maps.

Abstract: A distributed recording system includes a first device and one or more second devices. The first device sends a distributed recording instruction, to control the one or more second devices to perform recording. The one or more second devices send audio data obtained through recording to an upper-layer recording application.

Abstract: The training of a learning agent to provide real-time control of an object is disclosed. Training of the learning agent and training of a corresponding pioneer agent are iteratively alternated. The training of the learning and pioneer agents is under the supervision of a supervisor agent. The training of the learning agent provides feedback for subsequent training of the pioneer agent. The training of the pioneer agent provides feedback for subsequent training of the learning agent. During the training, a supervisor coefficient modulates the influence of the supervisor agent. As agents are trained, the influence of the supervisor agent is decayed. The training of the learning agent, under a first level of supervisor influence, includes real-time control of the object. The subsequent training of the pioneer agent, under a reduced level of supervisor influence, includes replay of training data accumulated during the real-time control of the object.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating contextually relevant transcripts of voice recordings based on social networking data. For instance, the disclosed systems receive a voice recording from a user corresponding to a message thread including the user and one or more co-users. The disclosed systems analyze acoustic features of the voice recording to generate transcription-text probabilities. The disclosed systems generate term weights for terms corresponding to objects associated with the user within a social networking system by analyzing user social networking data. Using the contextually aware term weights, the disclosed systems adjust the transcription-text probabilities. Based on the adjusted transcription-text probabilities, the disclosed systems generate a transcript of the voice recording for display within the message thread.

Abstract: Compounds described herein are mithramycin (MTM) oxide (OX) derivatives. These compounds are useful for treatment of cancers and neuro-diseases.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating contextually relevant transcripts of voice recordings based on social networking data. For instance, the disclosed systems receive a voice recording from a user corresponding to a message thread including the user and one or more co-users. The disclosed systems analyze acoustic features of the voice recording to generate transcription-text probabilities. The disclosed systems generate term weights for terms corresponding to objects associated with the user within a social networking system by analyzing user social networking data. Using the contextually aware term weights, the disclosed systems adjust the transcription-text probabilities. Based on the adjusted transcription-text probabilities, the disclosed systems generate a transcript of the voice recording for display within the message thread.

Abstract: Compounds described herein are mithramycin (MTM) oxide (OX) derivatives and MTM Hydrazine (HY) derivatives. These compounds are useful for treatment of cancers and neuro-diseases.

Abstract: The present invention disclosed a series of novel selenium-containing isoxazolamine derivatives as shown in formula I, which could regulate the generation and/or activity of TNF-? and ferroptosis-like cell death. The present invention also disclosed the preparation method and the use thereof in preparing a drug for treating the diseases mediated by TNF-? and/or iron-dependent cell death.

Abstract: A set of interlocking blocks consists a plurality of first blocks and a plurality of second blocks capable of forming kinematic interlock. Each of the first blocks and second blocks comprise at least one male joint and female joint for mating with its counterpart. The motion of the first blocks and second blocks are constrained by joints. Subsequent first blocks and/or second blocks reinforce and immobilize prior first blocks and/or second blocks. Assembly of an interlock structure consisting the set of interlocking blocks may be performed via translation motions.

Abstract: In one implementation, a method comprising depositing one or more silicon oxide/silicon nitride containing stacks on a substrate positioned in a processing chamber is provided. Depositing the one or more silicon oxide/silicon nitride containing stacks comprises (a) energizing a first process gas into a first plasma, (b) depositing a first film layer over the substrate from the first plasma, (c) energizing a second process gas into a second plasma, wherein the second process gas comprises a compound having at least one silicon-nitrogen bond and (d) depositing a second film layer on the first film layer from the second plasma. The method further comprises repeating (a), (b), (c), and (d) until a predetermined number of first film layers and second film layers have been deposited on the substrate. The first film layer is a silicon oxide layer and the second film layer is a silicon nitride layer.

Abstract: Compounds described herein are mithramycin (MTM) oxide (OX) derivatives and MTM Hydrazine (HY) derivatives. These compounds are useful for treatment of cancers and neuro-diseases.