Abstract: In one embodiment, a method for auditing the results of a machine learning model includes: retrieving a set of state estimates for original time series data values from a database under audit; reversing the state estimation computation for each of the state estimates to produce reconstituted time series data values for each of the state estimates; retrieving the original time series data values from the database under audit; comparing the original time series data values pairwise with the reconstituted time series data values to determine whether the original time series and reconstituted time series match; and generating a signal that the database under audit (i) has not been modified where the original time series and reconstituted time series match, and (ii) has been modified where the original time series and reconstituted time series do not match.

Abstract: A photocurable silicone composition, a method of forming a coating from such compositions, and an article comprising a coating formed from such compositions and/or methods are shown and described herein. The photocurable silicone composition comprises (i) a vinyl functional polysiloxane; (ii) a hydride functional polysiloxane; (iii) a photoactive catalyst; and (iv) an acid-anhydride functional polysiloxane. The composition and method can be employed to process thin coatings onto paper and film substrates followed by exposure to actinic radiation at ambient conditions of temperature and atmosphere for manufacture of release liners.

Abstract: In general, techniques are described by which to embed enhanced audio transports in backward compatible bitstreams. A device comprising a memory and one or more processors may be configured to perform the techniques. The memory may store the backward compatible bitstream, which conforms to a legacy transport format. The processor(s) may obtain, from the backward compatible bitstream, legacy audio data that conforms to a legacy audio format, and obtain, from the backward compatible bitstream, extended audio data that enhances the legacy audio data. The processor(s) may also obtain, based on the legacy audio data and the extended audio data, enhanced audio data that conforms to an enhanced audio format, and output the enhanced audio data to one or more speakers.

Abstract: Medicaments for use in treating acute myelogenous leukemia, chronic myelogenous leukemia, breast cancer, ovarian cancer, malignant melanoma, lung cancer, pancreatic cancer, glioblastoma, sarcoma, desmoid tumors, adenoid cystic carcinoma (ACC), colorectal cancer, prostate cancer, or medulloblastoma in a patient by administering simultaneously, separately, or sequentially, 4,4,4-trifluoro-N-[(IS)-2-[[(7S)-5-(2-hydroxyethyl)-6-oxo-7H-pyrido[2,3-d][3]benzazepin-7-yl]amino]-1-methyl-2-oxo-ethyl]butanamide, or a pharmaceutically acceptable salt or hydrate thereof, and N-[5-(4-ethyl-piperazin-1-ylmethyl)-pyridin-2-yl]-[5-fluoro-4-(7-fluoro-3-isopropyl-2-methyl-3H-benzoimidazol-5-yl)-pyrimidin-2-yl]-amine, or a pharmaceutically acceptable salt thereof.

Abstract: The present disclosure envisages an arrangement for mounting a powertrain of a four-wheeled vehicle of a body-on-frame type, wherein the powertrain is mounted on a chassis in an orientation transverse to the longitudinal axis of the vehicle. The mounting arrangement comprises a right-side powertrain mounting assembly 310 for supporting the powertrain 100 on the right-hand side, a left-side powertrain mounting assembly 320 for supporting the powertrain 100 on the left-hand side of the vehicle, and a powertrain roll-restricting and mounting assembly 330 for supporting the powertrain 100 on the rear side of the powertrain 100. The right-side powertrain mounting assembly 310 and the left-side powertrain mounting assembly 320 comprise a right isolating element 316 and a left isolating element 326 respectively, and the powertrain roll-restricting and mounting assembly 330 comprises a roll restricting and isolating element 334.

Abstract: A notification is received that a first user device and a second user device would like to share a data set. The data set is retrieved from a database. A first security level associated with the first user device and a second security level associated with the second user device is retrieved. The data set is provided to the first user device and the second user device in accordance with the first security level and the second security level.

Abstract: Methods and systems for adjusting vehicle noise output in pedestrian and vehicular traffic environments are provided. When the vehicle is in operation, output from one or more sensors of the vehicle may be used to determine the presence of an object near the vehicle. In the event an object is detected, one or more characteristics of the object are determined. The vehicle will output a noise based on the determined characteristics of the detected object.

Abstract: The present disclosure provides materials and methods for the treatment of autoimmune diseases (including vitiligo).

Abstract: Systems and methods for a dual-read, single swipe card system. The systems and methods use a single card reader with circuitry and programming elements which receive a swipe of either a store card or a credit card, recognize the type of card being swiped, and execute a different payment processing procedure depending on the type of card being swiped. This process is carried out in a standards compliant manner. Transactions using either system maybe synchronized into a single database, regardless of which type of payment card was used for the transaction.

Abstract: Systems, apparatus, and methods for tracking or monitoring utilization of a coin-operated device without opening the device. The device can be designed, retrofitted, to have an electronic counting system, generally including a small circuit board with a controller, counter, and transceiver. The counting system is also connected to the coin-operated apparatus to detect use, such as by detecting the passage of a coin. The counter is then incremented. The current count can be queried by a mobile device or other computer via the wireless transceiver, and other instructions can be sent, such as to reset the count to zero.

Abstract: Provided, in one aspect, is a ball seat release apparatus. The ball seat release apparatus, according to this embodiment, includes a shear sleeve, and a ball seat body located at least partially within the shear sleeve, a shear feature releasably coupling the ball seat body to the shear sleeve. The ball seat release apparatus according to this aspect further includes a ball seat slidingly engaged within the ball seat body, the ball seat configured to move from a first linear position to a second linear position, and further wherein a locking dog releasably couples the ball seat with the ball seat body.

Abstract: Described herein is a system and method for performing a clustered coherent cloud read cache without coherency messaging. At a cloud reader agent having a read cache, a request for a particular portion of data is received from a client. The request includes an identifier of the node making the request, a current time on the node making the request, a last stubbed time of the particular portion of data, and/or an identifier of the particular portion of data. When the particular portion of data is stored in the read cache of the cloud reader agent, the cloud reader agent can determine whether the cached particular portion of data is valid based, at least in part, upon the received identifier of the node making the request, the received last stubbed time of the particular portion of data, and/or, a stored time associated with the cached particular portion of data.

Abstract: A trolley includes a body and a side block coupled to the body via a pivot arm and a spring. An adjustment knob adjusts a position of the side block relative to the body. A first plurality of rollers are coupled to the body and roll along a first roller recess on a first side of a length of a cap channel. A second plurality of rollers are coupled to the side block and roll along a second roller recess on a second side of the length of the cap channel. A first welding torch bracket positions a welding torch at a first interface between the first side of the length of the cap channel and a first deck sheet as the trolley traverses the length of the cap channel.

Abstract: A patch for a therapeutic electrical stimulation device includes a shoe connected to the first side of the patch, the shoe including a body extending in a longitudinal direction from a first end to a second end, and having first and second surfaces, the first end of the shoe defining at least two ports, and the first surface of the shoe defining a connection member. The patch also includes at least one conductor positioned in the ports of the first end of the shoe. The shoe is configured for sliding insertion into a receptacle defined by a controller so that the conductor is connected to the controller to deliver electrical current from the controller, through the conductor, and to the electrodes, and the connection member is at least partially captured by a detent defined by the controller in the receptacle to retain the shoe within the receptacle.

Abstract: A preferred contact group centric interface for a communication device can be used to facilitate communications by a user. The user interface can be arranged to activate from a user's “home page” on the display, from an idle screen that is accessed after a timeout period expires, or any other appropriate mechanism that activates the preferred contact group centric experience. A user selects the preferred contact group from among an array of the user's contacts. Once the contact group is configured, a minimal number of navigation/selection features is necessary to activate any number of communication modes available to the contacts. The contact group is configured such that simple and quick navigation between the contact members is achieved. The contact group can be presented in 2D and 3D arrangements, in any number of list or geometric configurations. A pricing plan can optionally be tied to each member of the contact group.

Abstract: A security driver loads early in the boot process for a compute instance and detects processes that are subsequently launched and/or terminated. The detected processes can be recorded, and then scanned with any suitable malware scanning tool(s) once a user mode is available on the compute instance, including any processes that are terminated before such scanning tools are launched. After the operating system is installed and a user mode is available, other scanning tools may also be deployed (e.g., in the user mode) to augment security of the compute instance.

Abstract: Disclosed herein is a method of milking a cow using a milking cup of the type including a shell and a flexible liner, said liner including a hollow bore for receiving an animal's teat at a top end thereof, and for being connected to a vacuum source at the lower end thereof; the liner and shell being disposed relative to one another to create a pulsation volume between them in which fluid pressure can be controlled in order to control a pressure differential across the liner between its bore and the pulsation volume to thereby control movement of the liner and the application of air pressure to the animal's teat, the method including: Applying a vacuum to the lower end of the liner; Modulating the pressure in the pulsation volume according to a pulsation cycle to cause a milking operation on a teat of an animal that is inserted into the top end of the bore; said modulation including an “on” phase in which the vacuum applied to the liner bore is less than a vacuum applied to the pulsation volume to thereby enab

Abstract: A system and method of creating electronic characters in one or more electronic formats, selectively customizing the characters, and presenting them via electronic channels in response to satisfaction of one or more programmable conditions is disclosed. The system enables entities to competitively bid to customize the personality and/or other attribute of a character. For example, a character may be presented via an electronic channel to an audience (e.g., one or more end users who view, listen to, or otherwise experience a character through an electronic channel). An entity may bid on altering that character's personality and/or other attribute. If the entity's bid is selected by the system (e.g., over other bids that also compete to alter one or more attributes of that character), the system customizes the character's personality and/or other attribute according to the winning bid's customization, and presents the customized character via the electronic channel to the audience.

Abstract: A method for localizing a software resource in a second language is disclosed. The method may include receiving a software resource in a first language, receiving data relating to a state of translations performed for the software application by a localization service, determining based on the software resource in the first language and the data whether an up-to-date software resource in a second language exists in a data store where the software resource in the second language corresponds to the software resource in the first language.

Abstract: A new variety of Lysimachia named ‘Hillyssun’ that is distinguishable by its prostrate or trailing plant habit, dark green rounded leaves which exhibit narrow dark-purple veining, and flowers which are mid-yellow in color except for bright orange-red colored eyes or petal bases, is disclosed.