Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media for training machine learning models. One method includes obtaining a machine learning model, wherein the machine learning model comprises one or more model parameters, and the machine learning model is trained using gradient descent techniques to optimize an objective function; determining an update rule for the model parameters using a recurrent neural network (RNN); and applying a determined update rule for a final time step in a sequence of multiple time steps to the model parameters.

Abstract: In some examples, a multi-station process tool comprises a plurality of process chambers, each process chamber located at a station of the multi-station process tool; and a RF power path component associated with each station of the multi-station process tool, the RF power path component geometrically positioned and oriented such that, when energized, a symmetric RF power path is created with respect to a center of the multi-station process tool.

Abstract: A protective device for a user to wear comprises a carrier spaced apart from a shell. The carrier includes a pocket. A first shock absorber includes a bladder and a reservoir, each containing a liquid. The bladder and the reservoir are fluidly interconnected. One of the bladder and the reservoir is positioned between the shell and the carrier. The other one of the bladder and the reservoir is positioned within the pocket. In response to an external load, the shell is movable relative to the carrier and the liquid flows between the bladder and the reservoir.

Abstract: The present disclosure provides CasY proteins, nucleic acids encoding the CasY proteins, and modified host cells comprising the CasY proteins and/or nucleic acids encoding same. CasY proteins are useful in a variety of applications, which are provided. The present disclosure provides CasY guide RNAs that bind to and provide sequence specificity to the CasY proteins, nucleic acids encoding the CasY guide RNAs, and modified host cells comprising the CasY guide RNAs and/or nucleic acids encoding same. CasY guide RNAs are useful in a variety of applications, which are provided. The present disclosure provides methods of identifying a CRISPR RNA-guided endonuclease.

Abstract: The invention provides for delivery, engineering and optimization of systems, methods, and compositions for manipulation of sequences and/or activities of target sequences. Provided are delivery systems and tissues or organ which are targeted as sites for delivery. Also provided are vectors and vector systems some of which encode one or more components of a CRISPR complex, as well as methods for the design and use of such vectors. Also provided are methods of directing CRISPR complex formation in eukaryotic cells to ensure enhanced specificity for target recognition and avoidance of toxicity and to edit or modify a target site in a genomic locus of interest to alter or improve the status of a disease or a condition.

Abstract: A voxel-based design approach enables the creating and modifying of a design model comprising a 3D grid of discrete voxels that is represented by a voxel data structure. The voxel data structure comprises voxel-level entries, each entry corresponding to a voxel based on the 3D location within the 3D grid. The voxel data structure includes a design-level entry for storing design-level performance metrics. The system updates the voxel data structure to reflect user modifications to the design model and renders a visualization of the updated design model. The system displays a per-voxel heat map for the design model for a selected performance metric based on the voxel data structure. The design system displays multiple optimized design solutions based on corresponding optimized voxel data structures. The system generates the multiple optimized design solutions based on a voxel-based optimization technique. The system also performs a voxel-based recommendation visualization technique.

Abstract: Broadly speaking, embodiments of the present techniques provide haptic button assemblies in which the haptic button has a low profile while still providing a satisfying tactile response or sensation to a user. Advantageously, the haptic button assemblies may have a profile that, for example, enables the assembly to be incorporated into the free space along an edge of a portable computing device. The haptic assemblies may, for example, be arranged to move the button perpendicularly with respect to the edge of the device.

Abstract: The present disclosure provides systems and methods that perform face reconstruction based on an image of a face. In particular, one example system of the present disclosure combines a machine-learned image recognition model with a face modeler that uses a morphable model of a human's facial appearance. The image recognition model can be a deep learning model that generates an embedding in response to receipt of an image (e.g., an uncontrolled image of a face). The example system can further include a small, lightweight, translation model structurally positioned between the image recognition model and the face modeler. The translation model can be a machine-learned model that is trained to receive the embedding generated by the image recognition model and, in response, output a plurality of facial modeling parameter values usable by the face modeler to generate a model of the face.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing inputs using antisymmetric neural networks.

Abstract: Provided herein, in certain embodiments, are programmable nucleases, guide nucleic acids, and complexes thereof. Certain programmable nucleases provided herein comprise a RuvC domain. Also provided herein are nucleic acids encoding said programmable nucleases and guide nucleic acids. Also provided herein are methods of genome editing, methods of regulating gene expression, and methods of detecting nucleic acids with said programmable nucleases and guide nucleic acids.

Abstract: Methods are provided for delivering a treatment therapy to treat an organ diagnosed with a disease state. The methods include delivering a first therapeutic agent into systemic circulation at a first flow rate, and delivering a second therapeutic agent directly into a vessel feeding the organ at a higher second flow rate than the first flow rate in a manner that prevents the second treatment agent from circulating systemically.

Abstract: Polypeptides are provided that include an amino acid sequence at least 50% identical, not including any amino acid insertions at identified insertion sites, to the amino acid sequence selected from the group consisting of SEQ ID NO: 1-52, wherein the polypeptide is a sequence-specific DNA-binding polypeptide, fusion proteins comprising such polypeptides, nucleic acids encoding such polypeptides and fusion proteins, and expression vectors and host cells comprising such nucleic acids.

Abstract: A system for a vehicle includes a first closure panel of the vehicle operable between open and closed positions, a second closure panel of the vehicle operable between open and closed positions, at least one sensor that is coupled to the first closure panel and that detects precipitation, and a controller that prompts movement of the first closure panel from a first open position to a second open position based on the detected precipitation.

Abstract: Electrochromic gels that include 20 to 99 wt. % of a polar solvent, 0.5 to 25 wt. % of a rheology modifying agent, and 0.5 to 20 wt. % of an electrochromic material. The rheology modifying agent is soluble in the polar solvent and forms a gel at ambient conditions when dissolved.

Abstract: The invention provides for systems, methods, and compositions for targeting nucleic acids. In particular, the invention provides non-naturally occurring or engineered DNA or RNA-targeting systems comprising a novel DNA or RNA-targeting CRISPR effector protein and at least one targeting nucleic acid component like a guide RNA.

Abstract: Known jaw movement tracking systems generally allow for a limited tracking of the jaw movement. e.g. they are only able to track the jaw movement in two dimensions or track muscle activations without specifying direction of movements, and are thus unable to fully track the complex jaw movements. The reduced tracking ability of known devices reduces the ability to discriminate between different jaw movements based on the tracked movement. A need exists for a jaw movement tracking system that allows jaw movement tracking for discriminating between different jaw movements. The invention relates to a jaw movement tracking system. invention further relates to a method for use of the jaw movement tracking system.

Abstract: A display element (1) intended to be fitted to a timepiece, including a body (2) provided with a portion (4) including an assembly area (5) configured to receive an insert (3) by embedding, the embeddable insert (3) being provided with a shaft hole (13) configured to adjust the display element (1) on a drive shaft, the body (2) including a portion (4) made of a material having the property of softening, in which the insert (3) is embedded by melting, the insert (3) including a peripheral wall (6) provided with a patterned outer surface (7a) for connection with the portion (4) of the body (2) of the display element (1), the outer surface (7a) being configured to ensure mechanical anchoring of the insert (3) in the portion (4), the peripheral wall (6) projecting, on either side respectively, from opposite faces of the portion (4) of the body (2).

Abstract: A system (1) for attaching a display element (2) to a drive shaft (3) fitted to an analogue display mechanism of a measuring apparatus, the system (1) including a portion (6) for mounting the display element (2) made of a material that has the property of softening and an embeddable end piece (4a) of said drive shaft (3) configured to be incorporated into said portion (4a) by melting, said end piece (4a) including part of a peripheral wall (13) of the drive shaft (3) provided with a patterned outer bonding surface configured to mechanically anchor said end piece (4a) in said portion (6).

Abstract: The invention relates to a bruxism detection and feedback system comprising an in-ear device having an in-ear portion and a feedback device. The in-ear device comprises a heart rate sensor and/or a breathing rate sensor and a bruxism sensor. The bruxism detection and feedback device further comprises a processor connected to the heart rate sensor and/or the breathing rate sensor, the bruxism sensor and the feedback device. In embodiments the bruxism sensor is an acoustic sensor for measuring an acoustic signal in the ear canal of a wearer. The invention further relates to a method for use of the bruxism detection and feedback system.

Abstract: In various embodiments, a generative design application generates and evaluates automotive designs. In operation, the generative design application computes a first set of metric values based on a set of metrics associated with design goal(s) and a first set of parameter values for a parameterized automobile model. The generative design application then performs optimization operation(s) on the first set of parameter values based on the first set of metric values to generate a second set of parameter values. Subsequently, the generative design application generates at least one design based on the second set of parameter values that is more convergent with respect to at least one of the design goals than a previously generated design. Advantageously, less time and effort are required to generate and evaluate multiple designs and then optimize those designs relative to more manual prior art approaches.