Abstract: A method for a fluorometric assay in a cell-free protein synthesis environment includes providing a multi-well plate. The multi-well plate includes a cover plate and a base provided with a plurality of wells. Each well is formed by one or more side walls, a bottom II and an opening. The cover plate matches the opening. A volume of a reaction cavity of each well is less than 20 ?L. Some of the wells in the plurality of wells are in fluid communication with each other. Fluid is provided to some of the wells. The cover plate is placed on a top of the base, and the fluid is in contact with the bottom II of each well and the cover plate, and the multi-well plate is incubated.

Abstract: Embodiments of three-dimensional (3D) memory devices formed by bonded semiconductor devices and methods for forming the same are disclosed. In an example, a method for forming a bonded semiconductor device includes the following operations. First, a first wafer and a second wafer are formed. The first wafer can include a functional layer over a substrate. Single-crystalline silicon may not be essential to the substrate and the substrate may not include single-crystalline silicon. The first wafer can be flipped to bond onto the second wafer to form the bonded semiconductor device so the substrate is on top of the functional layer. At least a portion of the substrate can be removed to form a top surface of the bonded semiconductor device. Further, bonding pads can be formed over the top surface.

Abstract: Three-dimensional (3D) memory devices are provided. An exemplary 3D memory device includes a first semiconductor structure including a peripheral circuit, a data processing circuit, and a first bonding layer including a plurality of first bonding contacts. The 3D memory device also includes a second semiconductor structure including an array of 3D NAND memory strings and a second bonding layer including a plurality of second bonding contacts. In addition, the 3D memory device includes a bonding interface between the first bonding layer and the second bonding layer. The first bonding contacts are in contact with the second bonding contacts at the bonding interface.

Abstract: In one embodiment, a method includes, by one or more computing systems, receiving a request from a user for a content digest from an online social network, retrieving one or more content objects associated with the online social network that are accessible by the user, determining a semantical-embedding for each retrieved content object based on a query model, determining one or more categories for each retrieved content object, generating a set of content suggestions for each retrieved content object based on the one or more categories associated with the content object and the semantical-embedding of the content object, ranking for each retrieved content object, the one or more content suggestions in the respective set based on a comparison of a semantical-embedding associated with each content suggestion to the semantical-embedding of the content object, and sending instructions for presenting the content digest to the user.

Abstract: The invention discloses a diaphragm and a sound generator having a diaphragm. The diaphragm includes a dome part arranged centrally and a suspension part surrounding the dome part. The suspension part is provided with pleat groups. The pleat group includes many pleats, and each pleats includes a first pattern section, a second pattern section, and a third pattern section connecting the first pattern section and the second pattern section. The height of the third pattern section along the vibration direction is smaller than the protrusion height of the first pattern section and the second pattern section along the vibration direction. The diaphragm of the present invention can be used to reduce low frequency distortion.

Abstract: In one embodiment, a method includes receiving an indication of a trigger action by a first user at a client system, wherein the trigger action is associated with a priming content object, identifying related content objects associated with the priming content object, selecting recommended content objects based on the priming content object, the related content objects, and profile information of the first user, wherein each of the selected recommended content objects comprises entity information of entities associated with the priming content object, and presenting content suggestions at the client system, wherein each content suggestion comprises one of the selected recommended content objects.

Abstract: Certain aspects disclosed herein improve on inappropriate behavior detection by applying machine-learning techniques to identify inappropriate behavior in real-time, or near real-time. For example, one or more patterns can be generated that represent possible incidences of inappropriate behavior, such as a request for a user's contact information. Audio segments captured by a wireless device in a vehicle can be converted into text using an automatic speech recognition system, and an adaptation model can apply the pattern(s) to the text to determine portions of the text that match at least one pattern and portions of the text that do not match any pattern, with the adaptation model labeling the text portions accordingly. The adaptation model can then pre-train a text classification model with the labeled text portions. The adaptation model obtains manually labeled data points and re-trains or updates the pre-trained text classification model using the manually labeled data points.

Abstract: In some cases, one or more heuristics can be automatically generated using a small dataset of segments previously labeled by one or more domain experts. The generated one or more heuristics along with one or more patterns can be used to assign training labels to a large unlabeled dataset of segments. A subset of segments representing an occurrence of verbal harassment can be selected using the assigned training labels. Randomly selected segments can be used as being indicative of a non-occurrence of verbal harassment. The selected subset of segments and randomly selected segments can be used to train one or more machine learning models for verbal harassment detection.

Abstract: In some cases, lower quality, large scale training data can be automatically generated by automatic labeling. The generated training data can be used to pre-train a machine learning model. For instance, the model can be a model for detection of verbal harassment. Parameters of the pre-trained model can be refined or updated using another one or more higher-quality sets of training data, with which the model can be subsequently trained.

Abstract: In some cases, a verbal harassment detection system may use machine learning models to detect verbal harassment in real-time or near real-time. The system may receive an audio segment comprising a portion of audio captured by a microphone located within a vehicle. Further, the system may convert the audio segment to a text segment. The system may provide at least the text segment to a prediction model associated with verbal harassment detection to obtain a harassment prediction. Further, the system may provide the audio segment to an emotion detector to obtain a detected emotion of a speaking user that made an utterance included in the audio segment. Based at least in part on the harassment prediction and the detected emotion, the system may automatically, and without user intervention, determine whether a user is being harassed.

Abstract: In one embodiment, a method includes receiving an indication of a trigger action by a first user, wherein the trigger action is associated with a priming content object, identifying one or more related content objects associated with the priming content object, generating a first feature vector representing the priming content object, the one or more related content objects, and profile information of the first user, accessing a plurality of second feature vectors representing a plurality of recommended content objects, respectively, selecting one or more of the recommended content objects based on comparisons between the first feature vector and the respective second feature vectors representing the recommended content objects, and sending, to a client system in response to the trigger action, instructions for presenting one or more content suggestions to the first user, wherein each content suggestion comprises one of the selected recommended content objects.

Abstract: The present disclosure includes a medical monitoring hub as the center of monitoring for a monitored patient. The hub is configured to receive and process a plurality of physiological parameters associated with the patient. The hub includes advanced analytical presentation views configured to provide timely, clinically-relevant, actionable information to care providers. In certain embodiments, the monitoring hub stores and is able to replay previously presented data reflective of the patient's condition.

Abstract: The present invention provides a photosensitive polyimide resin composition, which comprises (a) a photosensitive polyimide represented by formula (1); (b) a filler selected from one or more of alumina, graphene, inorganic clay, silica, and zinc oxide and having a particle diameter ranging from 10 nm to 1.0 ?m; (c) a photo radical initiator; (d) a radical polymerizable compound; and (e) a solvent for dissolving the photosensitive polyimide; wherein X is derived from a tetracarboxylic dianhydride, Y is derived from a diamine, and m is a positive integer from 1 to 5000.

Abstract: Systems and methods for a deterministic automatic test generation (ATPG) process including Timing Exception ATPG (TEA). A method includes performing an automated test pattern generation (ATPG) process that uses timing exception information to generate a test pattern for a targeted fault of a circuit design with at least one timing exception path. The method includes testing the targeted fault of the circuit design using the test pattern to produce a test result for the targeted fault.

Abstract: Three-dimensional (3D) memory devices and methods for forming the same are provided. In an example, a method for forming a 3D memory device includes forming a first semiconductor structure including a peripheral circuit, a data processing circuit, and a first bonding layer including a plurality of first bonding contacts. The method also includes forming a second semiconductor structure including an array of 3D NAND memory strings and a second bonding layer including a plurality of second bonding contacts. The method further includes bonding the first semiconductor structure and the second semiconductor structure in a face-to-face manner, such that the first bonding contacts are in contact with the second bonding contacts at a bonding interface.

Abstract: Embodiments of three-dimensional (3D) memory devices formed by bonded semiconductor devices and methods for forming the same are disclosed. In an example, a method for forming a semiconductor device is disclosed. The method includes the following operations. First, an insulating material layer can be formed over a substrate. In an example, single-crystalline silicon is not essential to the substrate. The insulating material layer can be patterned to form an isolation structure and a plurality of trenches in the isolation structure. A semiconductor material can be deposited to fill up the plurality of trenches to form a plurality of array-base regions in the isolation structure, the isolation structure insulating the plurality of array-base regions from one another. Further, a plurality of memory arrays can be formed over the plurality of array-base regions, and an insulating structure can be formed to cover the plurality of memory arrays and the plurality of array-base regions.

Abstract: In one embodiment, a method includes receiving a user request for a summarization of a particular type of content objects from a client system associated with a first user, determining one or more modalities associated with the user request, selecting a plurality of content objects of the particular type based on a user profile of the first user, wherein the user profile comprises one or more confidence scores associated with one or more subjects associated with the first user, respectively, and wherein the plurality of content objects are selected based on the one or more confidence scores, generating a summary of each content object based on the user profile and the determined modalities, and sending, to the client system in response to the user request, instructions for presenting the summaries of the plurality of content objects, wherein the summaries are presented via one or more of the determined modalities.

Abstract: The present invention provides a photosensitive polyimide resin composition, which comprises (a) a photosensitive polyimide represented by formula (1); (b) titanium dioxide having a particle size of 0.2 ?m to 10 ?m; (c) a photo radical initiator; (d) a radical polymerizable compound; and (e) a solvent for dissolving the photosensitive polyimide; wherein X is derived from a tetracarboxylic dianhydride, Y is derived from a diamine, and m is a positive integer from 1 to 5000.

Abstract: Three-dimensional (3D) memory devices are provided. An exemplary 3D memory device includes a 3D NAND memory array and an on-die data processing circuit coupled to the 3D NAND memory array on a same chip. The on-die data processing circuit is configured to receive, from an input/output (I/O) interface, control instructions for performing operations on data stored in the 3D NAND memory array. The on-die data processing circuit is also configured to retrieve the data from the 3D NAND memory array based on the control instructions and perform the operations on the retrieved data. Moreover, the on-die data processing circuit is configured to return a result of the operations to the I/O interface.

Abstract: Three-dimensional (3D) memory devices are provided. An exemplary 3D memory device includes a first semiconductor structure including a peripheral circuit, a data processing circuit, and a first bonding layer including a plurality of first bonding contacts. The 3D memory device also includes a second semiconductor structure including an array of 3D NAND memory strings and a second bonding layer including a plurality of second bonding contacts. In addition, the 3D memory device includes a bonding interface between the first bonding layer and the second bonding layer. The first bonding contacts are in contact with the second bonding contacts at the bonding interface.