Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a cable management mount may be used. The cable management mount may facilitate routing and securing of portions of interconnects used to operably connect various hardware components of the data processing systems. The cable management mounts may include multiple features to secure cables of interconnects with respect to a data processing system and facilitate operation of the data processing system in various environments.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a cross bar may be used. The cross bar may be adapted for tool free attachment to assemblies attached to chassis of the data processing systems. The cross bar, when attached, may extend across a width of the chassis and provide for securing of portions of the interconnects with respect to the chassis. The cross bar may be self-positioning with respect to the assemblies.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a quick side latch assembly may be used. The quick side latch assembly may facilitate securing of interconnects that carry power and/or data. The quick latch assembly may support cross bars or other structures that directly support the interconnects as well. The quick side latch assembly may reversibly attach to chassis of data processing system without requiring use of tools.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a sleeve and pair of brackets may be used. The sleeve may establish a volume by a chassis of the data processing system. The pair of brackets may support a cross bar in the volume. The cross bar may be used to secure some of the interconnects. A filtering bezel may be positioned to filter air that traverses into the volume. The sleeve may include an entrance for the interconnects but that prevents unfiltered air to flow into the volume.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a self-retaining retention member may be used. The self-retaining retention member may facilitate securing of interconnects that carry power and/or data. The self-retaining retention member may attach to cross bars or other structures that attach to a chassis of a data processing system. The self-retaining retention member may resist forces that would cause the self-retaining retention member to reorient with respect to the cross bars while attached to the cross bars.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, an interconnect management assembly may be used. The interconnect management assembly may facilitate routing and securing of portions of interconnects used to operably connect various hardware components of the data processing systems. The interconnect management system may include multiple components to manage placement of the interconnects while the interconnects are used. The managed interconnects may be more likely to provide desired operable connectivity.

Abstract: Methods and systems for managing interconnects for data processing systems are provided. To manage the interconnects, a clip may be used. The clip may be used to route and secure the interconnects. The clip may limit forces applied to the interconnects for securing to reduce the likelihood of the interconnects being damaged. The clip may also facilitate differentiation of tracks of the clip in which the interconnects may be positioned, and orientation of the clip.

Abstract: An electrochromic apparatus is disclosed, including a pair of transparent conductive layers respectively disposed on upper and lower sides of an electrochromic device. A charge storage layer, an electrolyte layer, and an electrochromic layer are positioned between the transparent conductive layers and arranged sequentially. The device further includes a dual-conductive-layer electrode positioned along one or more peripheral edges and electrically connected to both transparent conductive layers. The dual-conductive-layer electrode comprises an insulating layer centrally positioned between a pair of metallic conductive layers, which are disposed respectively on upper and lower sides of the insulating layer to prevent short-circuiting.

Abstract: A vehicle window glass assembly, a vehicle, and a preparation method for the vehicle window glass assembly are provided in the disclosure. The vehicle window glass assembly includes a guide profile, an exterior trim, a fixed glass sheet, and a connection member. The guide profile has a first side face and defines a fixing groove. An opening of the fixing groove is on the first side face. The exterior trim covers an outer surface of the guide profile. The fixed glass sheet includes a fixed portion at an edge of the fixed glass sheet. The fixed portion is received in the fixing groove. The connection member includes a first portion received in the fixing groove. The first portion is connected between a surface of the fixed portion and a groove wall of the fixing groove.

Abstract: The present application discloses a method for preparing an electrochromic device. The method includes placing an edge protection material on a first and second substrates, placing a first and second interlayers respectively within the edge protection material on the first and second substrates, wherein the edge protection material surrounds edges of the first and second interlayers, and interposing an electrochromic film between the first and second interlayers. The edge protection material prevents chemicals in the first and second interlayers from entering into the electrochromic film.

Abstract: Electrochromic devices with reflective structure and related manufacturing methods are provided. One of the electrochromic devices includes a bottom electrode layer, an electrochromic layer on the bottom electrode layer, an electrolyte layer on the electrochromic layer, a charge storage layer on the electrolyte layer, and a top electrode on the charge storage layer. The transmittance of the electrochromic device changes in response to a voltage applied between the bottom electrode layer and the top electrode layer. One of the bottom and the top electrode layers is a reflective conductive layer, while the other being a transparent conductive layer. This electrochromic device has a simplified structure due to the removal of a separated reflective film, which also results in simplified manufacturing process.

Abstract: A microfluidic substrate includes an electrode substrate and a dielectric layer disposed on a side of the electrode substrate. The dielectric layer includes a dielectric material, and a molecular structure of the dielectric material has a hydrophobic group.

Abstract: Disclosed are embodiments for a deep learning optimizer for fine-tuning while dynamically mitigating catastrophic forgetting. In some aspects, a method includes saving an original state of a model to a buffer, the original state comprising original weights of the model; apply new gradients to intermediate model states of the model during at least one intermediate training step of training of the model; calculate, at a final training step of the training, a displacement vector representing a difference between current weights of the model and the original weights of the model; responsive to the displacement vector and a final gradient of the final training step being inconsistent in terms of gradient direction, perform an orthogonal projection of the final gradient on the displacement vector to generate an orthogonal gradient; and applying the orthogonal gradient to the original state of the model at the final training step of the training.

Abstract: The present disclosure provides engineered chimeric T cell receptors and subunit polypeptides that include a single chain antibody (ScFv) that binds a target antigen fused to at least a portion of a constant region of a TCR? chain or at least a portion of a constant region of a TCR? chain. Also provided are nucleic acid molecules that encode the engineered T cell receptors and subunit polypeptides, transgenic cells expressing the engineered T cell receptors and polypeptides, and methods of using the transgenic cells for the treatment of cancer.

Abstract: The present application discloses a method for preparing an electrochromic device. The method includes placing an edge protection material on a first and second substrates, placing a first and second interlayers respectively within the edge protection material on the first and second substrates, wherein the edge protection material surrounds edges of the first and second interlayers, and interposing an electrochromic film between the first and second interlayers. The edge protection material prevents chemicals in the first and second interlayers from entering into the electrochromic film.

Abstract: The present disclosure provides solutions for generating synthetic three-dimensional (3D) objects for testing autonomous vehicle (AV) object detectors, such as AV Light Detection and Ranging (LiDAR) detectors. A process of the disclosed technology can include steps for receiving a first set of object shape data corresponding to a baseline object, permuting the first set of object shape data to generate a second set of object shape data, and providing the second set of object shape data to a differentiable pipeline to generate an output scene, wherein the output scene contains an optimized object that is based on the second set of object shape data. The process can further include steps for determining, using a detector, if the optimized object can be identified in the output scene. Systems and machine-readable media are also provided.

Abstract: Systems and methods for gradient adversarial training of a neural network are disclosed. In one aspect of gradient adversarial training, an auxiliary neural network can be trained to classify a gradient tensor that is evaluated during backpropagation in a main neural network that provides a desired task output. The main neural network can serve as an adversary to the auxiliary network in addition to a standard task-based training procedure. The auxiliary neural network can pass an adversarial gradient signal back to the main neural network, which can use this signal to regularize the weight tensors in the main neural network. Gradient adversarial training of the neural network can provide improved gradient tensors in the main network. Gradient adversarial techniques can be used to train multitask networks, knowledge distillation networks, and adversarial defense networks.

Abstract: A device authentication method, an authentication apparatus and a computer-readable storage medium may be provided to authenticate an electronic device. In some implementations, the device authentication method includes: establishing a first connection based on a transparent layer security (TLS) protocol between the electronic device and a first server; sending a first request to the first server to perform identity authentication of the electronic device, the first request being generated on the basis of first information which represents a digital certificate of the electronic device; and on the basis of the first connection, receiving first response information about the first request, the first response information being sent by the first server and carrying a result of the identity authentication of the electronic device performed by the first server.

Abstract: A data processing method and device are provided. The data processing method includes acquiring hot keys read from a log structure merge (LSM) tree within a preset duration, determining a total size of the read hot keys, and adjusting a size of each of a plurality of levels of the LSM tree based on the total size of the read hot keys.