Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. The therapy may be adjusted based on leg restlessness or movement.

Abstract: An online system receives a description of a task and generates a prompt for a generative machine-learned model. The prompt includes the description of the task and a request for a sequence of actions associated with the task, and a list of candidate actions and attributes related to the list of candidate actions. The online system provides the prompt to a model serving system deployed with the machine-learning model for execution. The online system obtains a response from the model serving system to extract wherein at least one workflow including the sequence of actions once executed completes a portion of the task. The online system receives, as output from the machine-learned model, the sequence of actions associated with the description of the task. The sequence of actions is executed in order to complete at least a portion of the task.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. The therapy may be adjusted based on leg restlessness or movement.

Abstract: Method and system to prune layer parameters in artificial neural networks in a computing system begins by training a neural network in a supervised manner with labeled datasets divided into training, validation and test subsets. The neural network model includes a plurality of layers each having a plurality of parameters. Pruning reduces the number of parameters, memory used and computational cost in a manner that does not result in degradation in accuracy or loss and does not require retraining.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the peroneal, femoral, saphenous and/or tibial nerves. The stimulation may include burst stimulation, and involve receiving an input relating to autonomic nervous system activity of the patient.

Abstract: The present disclosure describes techniques of improving video matting. The techniques comprise extracting features from each frame of a video by an encoder of a model, wherein the video comprises a plurality of frames; incorporating, by a decoder of the model, into any particular frame temporal information extracted from one or more frames previous to the particular frame, wherein the particular frame and the one or more previous frames are among the plurality of frames of the video, and the decoder is a recurrent decoder; and generating a representation of a foreground object included in the particular frame by the model, wherein the model is trained using segmentation dataset and matting dataset.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. The therapy may be adjusted based on leg restlessness or movement.

Abstract: The present disclosure provides a system for functional ultrasound imaging, where the system comprises: a) an apparatus for delivering a nucleic acid encoding a mechanosensitive ion channel to a target neural cell population in a region of a brain; and b) a functional ultrasound imaging device. The present disclosure provides a method for functional ultrasound imaging.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the peroneal, femoral, saphenous and/or tibial nerves. The stimulation may include burst stimulation, and involve receiving an input relating to autonomic nervous system activity of the patient.

Abstract: Methods, systems, and apparatus, including computer programs to detect anomalous patterns in training artificial neural networks in a computing system, begins by training a neural network in a supervised manner with labeled datasets divided into training, validation and test subsets. The neural network model includes a plurality of layers each having a plurality of parameters. The system saves checkpoints of the model during training that represents different versions of a partially trained machine learning model during different stages of training. The method searches for anomalous patterns between checkpoint versions, calculates a subset of parameters in each layer and returns the results. The search results can be used to modify the neural network model improving accuracy and loss on training, validation and tests dataset.

Abstract: A beam of light is directed at a workpiece on a stage. The workpiece is disposed an absolute distance from an electron beam column. The beam of light that is reflected off the workpiece is received at a sensor. Using the beam of light, a nominal distance between the electron beam column and the workpiece on the stage is determined.

Abstract: Systems and methods include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. The therapy may be adjusted based on leg restlessness or movement.

Abstract: The present disclosure describes techniques of improving video matting. The techniques comprise extracting features from each frame of a video by an encoder of a model, wherein the video comprises a plurality of frames; incorporating, by a decoder of the model, into any particular frame temporal information extracted from one or more frames previous to the particular frame, wherein the particular frame and the one or more previous frames are among the plurality of frames of the video, and the decoder is a recurrent decoder; and generating a representation of a foreground object included in the particular frame by the model, wherein the model is trained using segmentation dataset and matting dataset.

Abstract: The present disclosure provides a system for functional ultrasound imaging, where the system comprises: a) an apparatus for delivering a nucleic acid encoding a mechanosensitive ion channel to a target neural cell population in a region of a brain; and b) a functional ultrasound imaging device. The present disclosure provides a method for functional ultrasound imaging.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the peroneal, femoral, saphenous and/or tibial nerves. The stimulation may include burst stimulation, and involve receiving an input relating to autonomic nervous system activity of the patient.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. The therapy may be adjusted based on leg restlessness or movement.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. Transcutaneous afferent stimulation of one, two, or more peripheral nerves can modulate a brain or spinal pathway associated with bladder function.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or tibial nerves. The stimulation could include burst stimulation, and involve receiving an input relating to autonomic nervous system activity of the patient, and modifying at least one brain or spinal cord autonomic feedback loop relating to bladder function based on the input to balance parasympathetic and sympathetic nervous system activity of the patient.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or posterior tibial nerves. Transcutaneous afferent stimulation of one, two, or more peripheral nerves can modulate a brain or spinal pathway associated with bladder function.

Abstract: In some embodiments, systems and methods can include a wearable device with an electrically conductive skin interface that excites the underlying nerves from a transcutaneous surface stimulator. The device may be sized for a range of user sizes with stimulation electrodes positioned to target the appropriate nerves, such as the saphenous and/or tibial nerves. The stimulation could include burst stimulation, and involve receiving an input relating to autonomic nervous system activity of the patient, and modifying at least one brain or spinal cord autonomic feedback loop relating to bladder function based on the input to balance parasympathetic and sympathetic nervous system activity of the patient.