Abstract: Methods and systems for detecting attempted manipulation of a machine learning model via explanation poisoning are provided. The method includes: computing explanations based on outputs of the model that include information that relates to features that affect the output of the model with respect to the first data point; assigning labels to the explanations based on the features; generating an explanation ensemble that resides in an N-dimensional space, N being equal to a number of assigned labels plus one; determining a region within the N-dimensional space for which a subsequent introduction of data causes a subsequent explanation that does not relate to the features; and when the additional data is introduced to the determined region, generating an alert message for notifying a user that a likelihood of adverse manipulation of the model is high based on the additional data.

Abstract: A reset pad circuit has first and second inputs coupled, respectively, to a first reset access port receiving a first reset request and a second reset access port. The reset pad circuit generates a first reset state signal. An internal reset activation gate has inputs coupled to internal resources and an output that applies a reset request to the second reset access port. A memory element has first and second inputs coupled, respectively, to the output of the reset activation gate and the output of the reset pad circuit. The memory element generates a second reset state signal when receiving the reset request until receiving the first reset state signal. A reset forward gate coupled to outputs of the reset pad circuit and the memory element generates a system reset request in response to the first reset state signal or the second state signal.

Abstract: An enterprise level Application Programming Interface (API) driven service to integrate and automate data quality processes within organizations is provided. The service has capabilities to ingest data from heterogenous data sources and provide data quality metrics irrespective of data domain type. A subscribing application can write Data Quality (DQ) checks as code using templates of a customized rule engine and generate metrics based on pre-defined schedules. Analytics and visualization and reporting capabilities of the service empower stakeholders such as data managers, application developers, and risk assessors to obtain actionable insights into data quality. Stakeholders can use service-generated DQ measures, such as accuracy, completeness, and timeliness, to identify data quality concerns and proactively implement remediation actions to reduce data use risk.

Abstract: New compositions and certain corresponding components are useful for reducing crystallization of paraffin crystals in fuels.

Abstract: A method for smart liquidity management is disclosed. The method includes: receiving a past transactional data set comprising data of at least one transaction; identifying a first set of parameters and a second set of parameters based on the past transactional data set; analyzing the first set of parameters, to automatically predict an amount receivable for an acquirer bank entity from at least one card network, for a period of time; analyzing the second set of parameters, to automatically predict an amount payable from the acquirer bank entity to at least one merchant, for the period of time; and identifying a smart liquidity plant for the acquirer bank entity based on the prediction of the amount receivable and the prediction of the amount payable. The smart liquidity plan comprises at least one liquidity demand, and each liquidity demand corresponds to a specific currency type.

Abstract: A method for facilitating model refinement via evolutive computation for a predetermined characteristic is disclosed. The method includes capturing a model explanation for a model based on a sampled data set, the model explanation including a listing of model features based on feature scores; identifying feature sets based on the model explanation, the feature sets including a selection of the model features based on the listing; computing, by using raw data, projected data sets for each of the feature sets based on the corresponding selection; generating a data set graph based on the projected data sets, the data set graph representing a relationship between each of the projected data sets; selecting, by using the data set graph, the projected data sets; and validating the selected projected data sets based on a corresponding target characteristic value and a corresponding computed characteristic value.

Abstract: A method of irrigation comprises supplying water to an inclined irrigation pipe provided with a plurality of drippers such that a pressure at a highest level of the inclined irrigation pipe is at most 200 cm H2O.

Abstract: Various methods are provided for quantum computing (QC) based code-optimization. One example method may comprise receiving an indication of one or more runtime hotspots in executed code based on one or more QC algorithms, testing a portion of the executed code associated with at least one of the one or more identified runtime hotspots; generating a plurality of performance information indicators comprising information resulting from the testing of the portion of the code; selecting, based on the plurality of performance information indicators, one QC algorithm for the at least one of the one or more identified runtime hotspots; and utilizing the selected QC algorithm for the at least one of the one or more identified runtime hotspots to optimize the at least one of the one or more identified runtime hotspots.

Abstract: Systems and methods for cybersecurity operations threat modeling are disclosed. In one embodiment, a method may include: (1) receiving threat actor data and threat actor group data; (2) processing the threat actor data and the threat actor group data; (3) for each threat actor group, generating a threat actor group profile; (4) collecting operational data from an organizational system; (5) generating a threat model by applying the threat actor group profile to the operational data; and (6) deploying at least one countermeasure to the organizational system in response to the threat model.

Abstract: An electric driveline system is provided. The electric driveline system includes a first electric machine and a second electric machine mechanically coupled to a transmission and a power take-off (PTO) assembly coupled to the first electric machine. The PTO assembly includes a first clutch coupled to a PTO gearset and designed to selectively disconnect a PTO from the first electric machine and the PTO gearset is mechanically coupled to the first electric machine.

Abstract: A hair-cutting unit for use in a hair-cutting appliance comprises includes cutting members a base member, and a supporting member which is pivotable relative to the base member and accommodates the cutting members. The hair-cutting unit further includes a holding member which is pivotable relative to the supporting member between a holding position of holding the cutting members in an operational position in the supporting member, and a releasing position of releasing the cutting members for removal from the supporting member, and a biasing mechanism which is configured to bias the holding member towards the holding position. At least in an opened position of the supporting member, pivoting of the holding member out of the holding position is prevented solely by the biasing force of the biasing mechanism.

Abstract: A voice communications computer system (“VCCS”) receives a ring signal from a call device having unverified device identification data. The VCCS identifies an audible frequency component and an electronic frequency component of the ring signal. The VCCS identifies a device identification characteristic or a geographic location characteristic based on the audible or electronic frequency components, and identifies a stored identification characteristic associated with the device identification data. Based on a comparison of the stored identification characteristic with the device identification characteristic or geographic location characteristic, the VCCS generates fraud estimation data. In some cases, the VCCS generates call status data based on the fraud estimation data. The VCCS provides the fraud estimation data or the call status data to a user interface device, which is configured to display data or perform a call action for a call associated with the ring signal.

Abstract: A Business Process Management (BPM) information display system and method includes identifying a BPM asset that has been modified, comparing the modified BPM asset to a second version of the BPM asset, and identifying an activity within the modified BPM asset that has been modified. A user interface is generated by a computing system in which the modified BPM asset and the second version of the BPM asset are displayed, including highlighting the modified activity on the user interface.

Abstract: Systems, methods, and apparatuses for providing a central location to manage permissions provided to third-parties and devices to access and use user data and to manage accounts at multiple entities. A central portal may allow a user to manage all access to account data and personal information as well as usability and functionality of accounts. The user need not log into multiple third-party systems or customer devices to manage previously provided access to the information, provision new access to the information, and to manage financial or other accounts. A user is able to have user data and third-party accounts of the user deleted from devices, applications, and third-party systems via a central portal. The user is able to impose restrictions on how user data is used by devices, applications, and third-party systems, and control such features as recurring payments and use of rewards, via a central portal.

Abstract: In a hair straightener comprising an elongate straightener arm (A) having a heating plate (H), the invention provides a pivot mechanism (2) for supporting the heating plate (H) in a pivotable manner around a pivot axis (P1) in a longitudinal direction of the elongate straightener arm (A). Preferably, the pivot axis (P1) is at a heating surface of the heating plate (H), or between a first heating plate of a first straightener arm and a second heating plate of a second straightener arm when the first straightener arm and the second straightener arm are in a relative position arranged for clamping hair. Advantageously, a bias mechanism (4) (e.g. a resilient member like some spring) biases the heating plate (H) to a neutral position.

Abstract: Ultrasound imaging apparatus for imaging a region of interest in a subject comprises a plurality of separate ultrasonic probes (2a-2c) each having at least one transducer (72) for transmitting and receiving ultrasonic waves and a communications unit. A control unit (1) controls the probes to coordinate their operation in sequence, and obtains ultrasonic images from the probes for generating a display of those images together in real time simultaneously. The control unit transmits control signals to at least one of the probes, and each probe receives control signals from the control unit and/or from an adjacent one of the probes. The control signals cause the probes to execute a scan sequentially in a predetermined probe sequence which is usually repeated, and the control unit generates a display by combining the image data from the probes.

Abstract: A memory array includes memory cells forming a data word location accessed in response to a word line signal. A data sensing circuit configured to sense data on bit lines associated with the memory cells. The sensed data corresponds to a current data word stored at the data word location. A data latching circuit latches the sensed data for the current data word from the data sensing circuit. A data modification circuit then performs a mathematical modify operation on the current data word to generate a modified data word. The modified data word is then applied by a data writing circuit to the bit lines for writing back to the memory cells of the memory array at the data word location. The operations are advantageously performed within a single clock cycle.

Abstract: A smart coach computing system receives, from a process site computing device, live feed data of a first user performing a process. The smart coach computing system retrieves a template associated with the process, the template comprising instructions. The smart coach computing system presents, via the process site computing device, the instructions in a stepwise manner based on determining, from the live feed data, completion of each step of the instructions. Upon determining, based on the received live feed data, that the process is complete, the smart coach computing system determines statistics from the live feed data. The smart coach computing system updates the instructions in the template based on the determined statistics.

Abstract: A food preparation jar has two rotary food processing tools; one at a bottom part of a vessel and one implemented by a lid. Each food processing tool is contained within the vessel which remains static in use. The lid replaces or combines with a main vessel lid to implement a second rotary food processing function, such as a juicing function, to supplement a main food processing function, such as a blending function, of the preparation jar, when mounted to a base unit of a kitchen appliance in an inverted orientation.

Abstract: A non-SI device (120) is arranged for wireless communication (130) and cooperates with an SI device (110) having access to a subscriber identity. The non-SI device has a transceiver (121) to communicate in a local network and a processor (122) to establish an association with the SI. A non-SI public key is provided to the SI device via a first communication channel. A verification code is shared with the SI device via a second communication channel. The channels are different and include an out-of-band channel (140). Proof of possession of a non-SI private key is provided to the SI device via the first or the second communication channel. From the SI device, security data is received that is related to the SI and is computed using the non-SI public key. The security data reliably enables the non-SI device to access the core network via the local network and a gateway between the local network and the core network.