Abstract: Disclosed herein are systems and methods based on tumor infiltrating leukocyte (TIL) fractal geometry to predict clinical implications in breast cancer samples. Using machine learning techniques, an algorithmic classifier is constructed and trained on a cohort of tumor images (e.g. radiographic, immunohistochemical (IHC), and H&E images) to discriminate between TILs and cancer cells, and breast cancer samples are classified based on TIL fractal geometry/anatomic distribution in the tumor stroma. Fractal geometry-directed reassessment of classifications may prompt tumor type reclassification resulting in altered cancer therapy.

Abstract: Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for replacing digital content. An example embodiment operates by detecting a segment of a data stream to be output by a media device and generating a fingerprint of digital content corresponding to the segment using automatic content recognition (ACR). The example embodiment further operates by comparing the fingerprint with a plurality of fingerprints of a plurality of digital content, identifying a matched fingerprint of a matched digital content, and comparing metadata of the matched digital content with metadata of a restricted digital content. The example embodiment further operates by determining that the digital content corresponding to the segment is blocked from being output by the media stream and replacing the digital content with new digital content in the segment.

Abstract: The method S200 can include: at an aircraft, receiving an audio utterance from air traffic control S210, converting the audio utterance to text, determining commands from the text using a question-and-answer model S240, and optionally controlling the aircraft based on the commands S250. The method functions to automatically interpret flight commands from the air traffic control (ATC) stream.

Abstract: A transimpedance amplifier (TIA) for converting an input current at an input node into an output voltage at an output node, the TIA comprising: a first amplifier stage having a first input coupled to the input node and a first output; a feedback path between the first output and the first input; a second amplifier stage in the feedback path having a second input, the second input coupled to the first output of the first amplifier stage; a feedback resistor in the feedback path coupled between an output of the second amplifier stage and first input of the first amplifier stage; and an output stage, comprising: a load resistor coupled between a reference voltage node and a T-coil, the T-coil comprising first and second inductors coupled in series at an inductor node, the T-coil coupled between the first output and the load resistor, the inductor node coupled to the output node of the TIA.

Abstract: The method can include performing inference using the system; and can optionally include training the system components. The method functions to automatically interpret flight commands from a stream of air traffic control (ATC) radio communications. The method can additionally or alternatively function to train and/or update a natural language processing system based on ATC communications. Additionally, the method can include or be used in conjunction with collision avoidance and/or directed perception for traffic detection associated therewith.

Abstract: The method S200 can include: at an aircraft, receiving an audio utterance from air traffic control S210, converting the audio utterance to text, determining commands from the text using a question-and-answer model S240, and optionally controlling the aircraft based on the commands S250. The method functions to automatically interpret flight commands from the air traffic control (ATC) stream.

Abstract: An apparatus includes a carriage, and a first member and a second member coupled to the carriage. The first and second member each have rollers positioned to freely roll along a support and move the carriage. A first set of rollers are positioned in a horizontal plane and a second set of rollers are positioned in a vertical plane. A bracket is coupled to the carriage and configured to hold a cutting tool. The bracket is configured to move along an X-axis and a Y-axis. A plurality of actuators is configured to move the bracket along the X-axis and the Y-axis. Each sensor of a plurality of sensors is configured to generate signals comprising the position of the apparatus. A controller is configured to receive the signals from the sensors and data. The controller executes instructions for controlling movement of the bracket based on the signals and the data.

Abstract: The method can include: optionally determining an aircraft state; determining a transition event; verifying an aircraft configuration; determining an aircraft alert state; and performing an action. However, the method can additionally or alternatively include any other suitable elements. The method functions to facilitate configuration checking and/or validation of configuration changes. Additionally or alternatively, the method can function to facilitate human-in-the-loop operation of a semi-autonomous aircraft (e.g., with an autonomous agent fulfilling the roles of one pilot of a multi-pilot aircraft). Additionally or alternatively, the method can function to autonomously respond to inconsistencies or failures associated with aircraft configuration changes.

Abstract: A conferencing system includes a plurality of microphones and an audio processing system that generates and evaluates machine-learning/artificial intelligence models to optimize acoustics of meeting rooms.

Abstract: This application relates to transimpedance amplifier (TIA) apparatus, in particular to a TIA apparatus suitable for receiving data using burst mode communication. The apparatus has a transimpedance amplifier configured to generate a first voltage based on a current at an input node for an input signal. A controlled voltage source, such as a dummy TIA, generates a second voltage based on a first control current. A controller is configured to collectively control the first control current and a second control current based on an indication of input signal magnitude. The first control current controls the second voltage which may be used as a slicing level. The second control current is subtracted from the current at the input node and can provide a DC restore current.

Abstract: In one aspect, a method includes identifying an upcoming content modification opportunity on a channel. The method also includes responsive to identifying the upcoming content modification opportunity on the channel, identifying a group of multiple content-presentation devices tuned to the channel. The method also includes for each content-presentation device in the identified group, determining a respective probability of that content-presentation device successfully performing a respective content-modification operation in connection with the identified upcoming content modification opportunity on the channel. The method also includes using at least the determined probabilities as a basis to select, from among the content-presentation devices in the identified group, a subgroup of content-presentation devices.

Abstract: Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for replacing digital content. An example embodiment operates by detecting a segment of a data stream to be output by a media device and generating a fingerprint of digital content corresponding to the segment using automatic content recognition (ACR). The example embodiment further operates by comparing the fingerprint with a plurality of fingerprints of a plurality of digital content, identifying a matched fingerprint of a matched digital content, and comparing metadata of the matched digital content with metadata of a restricted digital content. The example embodiment further operates by determining that the digital content corresponding to the segment is blocked from being output by the media stream and replacing the digital content with new digital content in the segment.

Abstract: The method S200 can include: at an aircraft, receiving an audio utterance from air traffic control S210, converting the audio utterance to text, determining commands from the text using a question-and-answer model S240, and optionally controlling the aircraft based on the commands S250. The method functions to automatically interpret flight commands from the air traffic control (ATC) stream.

Abstract: The method can include performing inference using the system; and can optionally include training the system components. The method functions to automatically interpret flight commands from a stream of air traffic control (ATC) radio communications. The method can additionally or alternatively function to train and/or update a natural language processing system based on ATC communications. Additionally, the method can include or be used in conjunction with collision avoidance and/or directed perception for traffic detection associated therewith.

Abstract: The method S200 can include: at an aircraft, receiving an audio utterance from air traffic control S210, converting the audio utterance to text, determining commands from the text using a question-and-answer model S240, and optionally controlling the aircraft based on the commands S250. The method functions to automatically interpret flight commands from the air traffic control (ATC) stream.

Abstract: A method of installing an insulation component in a structural element. The method may comprise providing the insulation component. The insulation component may comprise an insulation layer and a binding layer coupled to the insulation layer. The binding layer may be in a dry state and non-tacky. The method may include applying liquid to the binding layer to activate the binding layer to be in an activated state and tacky, and pressing the binding layer in the activated state against the structural element to install the insulation component in the structural element.

Abstract: The method S200 can include: at an aircraft, receiving an audio utterance from air traffic control S210, converting the audio utterance to text, determining commands from the text using a question-and-answer model S240, and optionally controlling the aircraft based on the commands S250. The method functions to automatically interpret flight commands from the air traffic control (ATC) stream.

Abstract: A computer-implemented method includes constructing a plurality of nodes; adding the nodes to a graph; receiving origin, destination and shipment parameters; and processing the parameters to determine target outcomes corresponding to a cargo shipment. A computing system includes a processor; and a memory having stored thereon computer-executable instructions that, when executed by the processor, cause the computing system to: construct a plurality of nodes; add the nodes to a graph; receive origin, destination and shipment parameters; and process the parameters to determine target outcomes corresponding to a cargo shipment. A computer-readable medium includes instructions that, when executed by a processor, cause a computer to: constructing a plurality of nodes construct a plurality of nodes; add the nodes to a graph; receive origin, destination and shipment parameters; and process the parameters to determine target outcomes corresponding to a cargo shipment.

Abstract: This application relates to transimpedance amplifiers (TIAs), in particular to TIAs with wideband feedback. The TIA has an input stage, for receiving an input current and outputting a corresponding output voltage, with a first transistor configured as an input transistor in a first circuit branch. A reference controller is configured to provide a reference voltage with a value equal to a DC value of the output voltage and a voltage regulator is configured to receive a supply voltage and generate a regulated voltage with a voltage offset to the reference voltage, such that the voltage offset does not substantially vary with variation in at least one of the supply voltage, temperature and process variations. The regulated voltage is supplied as a supply voltage to the input stage. The TIA also includes control circuitry for controlling an effective transconductance of the first transistor to a defined value.

Abstract: The method can include performing inference using the system; and can optionally include training the system components. The method functions to automatically interpret flight commands from a stream of air traffic control (ATC) radio communications. The method can additionally or alternatively function to train and/or update a natural language processing system based on ATC communications. Additionally, the method can include or be used in conjunction with collision avoidance and/or directed perception for traffic detection associated therewith.