Abstract: Embodiments of the present disclosure include techniques processing dynamically sparse neural networks as dense computations. A permutation is performed to translate an input tensor from a sparse format into a dense format. Once in a dense format, dense computation can be performed to generate output data that is also in the dense format. A reverse permutation may then be performed to translate the output data back into the sparse format. An analysis of the operator is performed prior to runtime to determine the one or more dimensions of the tensor expression associated with the operator that are permutation invariant. The permutation may permutate the input tensor across dimensions that are permutation invariant.

Abstract: Provided are a solid-state imaging device, a method for driving a solid-state imaging device, and an electronic apparatus capable of providing characteristics of high gain and low noise as much as possible in a configuration that can detect stored signals during the integration period. A pixel includes a first transient gate PG formed between a floating diffusion FD and a photodiode PD and capable of controlling a charge transfer path CTP between the FD and the PD. The FD and the PD are coupled by the first transient gate PG, and photocharges generated by the PD are transferred immediately to the FD.

Abstract: An anti-stick titanium cookware and a method of manufacturing the same are provided. The anti-stick titanium cookware includes a titanium cookware body, a titanium cladding element, a heat-conducting element and an anti-stick layer. The titanium cookware body and the titanium cladding element are made of plate bodies, the titanium cladding element is welded on the lower surface of the titanium cookware body, and an interlayer space is formed between the titanium cladding element and the titanium cookware body. The heat-conducting element is accommodated in the interlayer space and contacts the lower surface of the titanium cookware body. The anti-stick layer is formed on the upper surface of the titanium cookware body. The heat-conducting element is fixed on the lower surface of the titanium cookware body through the titanium cladding element. The anti-stick layer is a titanium oxide film formed on the upper surface of the titanium cookware body.

Abstract: The present disclosure provides a heparin neutralizing peptide, a heparin neutralizer, and use thereof, and belongs to the technical field of biomedicine. The heparin neutralizing peptide includes tandem repeating units. The repeating units each have an amino acid sequence shown in SEQ ID NO: 1, specifically VPGKG, where lysine (K) has a positive charge, the repeating units each have a positive charge, and the heparin neutralizing peptide has a plurality of positive charges. The heparin neutralizing peptide with positive charges can bind to a heparin with negative charges through electrostatic interaction to form macromolecular substances, and the macromolecular substances are eliminated from the body by liver metabolism, so that the anticoagulation of the heparin is shielded. Furthermore, the heparin neutralizing peptide provided in the present disclosure can significantly reduce toxic and side effects of neutralizing heparin and reduce hemolysis compared with protamine sulfate in the prior art.

Abstract: In an example, a system includes processing circuitry in communication with storage media. The processing circuitry is configured to execute a machine learning system including at least a first module, a second module and a third module. The machine learning system is configured to train one or more machine learning models. The first module is configured to generate augmented input data based on the streaming input data. The second module includes a machine learning model configured to perform a specific task based at least in part on the augmented input data. The third module configured to adapt a network architecture of the one or more machine learning models based on changes in the streaming input data.

Abstract: The present invention relates to transdermal therapeutic systems (TTS) for the transdermal administration of tizanidine.

Abstract: An electronic device for controlling an LRA (Linear Resonant Actuator) includes a signal generator, a driver, a delay unit, a sensor, and a DSP (Digital Signal Processor). The signal generator generates a digital signal. The driver drives the LRA according to the digital signal. The delay unit delays the digital signal for a predetermined time, so as to generate an estimated voltage signal. The sensor detects the current flowing through the LRA, so as to generate a sensing current signal. The DSP controls the resonant frequency or the gain value of the signal generator according to the estimated voltage signal and the sensing current signal.

Abstract: The present invention provides an amplifier circuit, wherein the amplifier circuit includes an input terminal, a capacitor, an amplifier, a feedback circuit and an aliasing tone cancellation circuit. The input terminal is configured to receive a first input signal. The capacitor is coupled to the input terminal. The amplifier is configured to receive the input signal through the capacitor to generate an output signal. The feedback circuit is coupled between an input node and an output node of the amplifier, and is configured to generate a feedback signal according to the output signal, wherein the feedback circuit includes a storage block including a switched-capacitor. The aliasing tone cancellation circuit is coupled between the input terminal of the amplifier circuit and the input node of the amplifier, and configured to generate a signal to cancel or reduce an aliasing tone of the feedback signal according to the input signal.

Abstract: An electronic device includes an outer case, a circuit substrate, a thermopile sensor chip, a filter structure, and a waterproof structure. The outer case has an opening. The circuit substrate is disposed inside the outer case. The thermopile sensor chip is disposed on the circuit substrate. The filter structure is disposed above the thermopile sensor chip. The waterproof structure is surroundingly connected between the filter structure and the outer case, wherein the waterproof structure has a through hole for exposing the filter structure and communicated with the opening of the outer case.

Abstract: An electronic device is provided, including: a first substrate, a plurality of phase shifters, a second substrate, a plurality of patches, a common electrode layer, and a dielectric layer. The plurality of phase shifters are disposed on the first substrate. The second substrate is disposed opposite to the first substrate. The plurality of patches are disposed on the second substrate. The dielectric layer is disposed between the common electrode layer and the second substrate and on the plurality of patches. In addition, a thickness of the dielectric layer is greater than or equal to 5 ?m and less than or equal to a thickness of the second substrate.

Abstract: A measurement system (100) determines gas concentrations in a gas mixture of a gas sample by utilizing thermal conductivities and paramagnetic effects of thermal conductivities in the gas mixture involving data sets (203). A circuit arrangement provides measured values with an AC signal component and with a DC signal component to a calculation and control unit (200). An oxygen concentration in the gas mixture of the gas sample is determined based on the standardized AC signal components and a concentration of another gas in the gas mixture of the gas sample is determined based on the standardized DC voltage signal components. Output signals are generated by the calculation and control unit, which indicate the determined oxygen concentration and the determined concentration of another gas in the gas mixture of the gas sample.

Abstract: An electronic apparatus includes: an image sensor including normal pixels and phase detection pixels; and a processor for detecting a noise region in a flare region included in a normal image generated based on a plurality of pixel values sensed through the normal pixels and the phase detection pixels, and generating an output image including final pixel values obtained by correcting the pixel values, using peripheral pixel values of each of pixel values included in the noise region.

Abstract: The present disclosure discloses a flamed-based vacuum generator, including a shell and a combustion assembly, where the shell has a cavity, the cavity being a space having at least one opening, and the combustion assembly includes a combustible object and an igniter, the igniter being configured to ignite the combustible object, the combustible object generating a flame in the cavity, and the flame extinguishing in the cavity. In the present disclosure, through in-depth study of the internal mechanism of vacuum generated by flame combustion, it is found that the extinguishing process of a flame is the key to the generation of vacuum, and a larger flame and more sufficient combustion indicate a higher vacuum pressure generated in the cavity after the flame is extinguished.

Abstract: Disclosed herein is a compound of formula (I), or a pharmaceutically acceptable salt thereof: Also disclosed herein are uses of the compounds disclosed herein in the potential treatment or prevention of an IDO-associated disease or disorder. Also disclosed herein are compositions comprising a compound disclosed herein. Further disclosed herein are uses of the compositions in the potential treatment or prevention of an IDO-associated disease or disorder.

Abstract: An organic light emitting display device includes a substrate, an insulation layer structure, a light emitting layer, and an optical module. The substrate has an opening region, a peripheral region surrounding the opening region, and a display region surrounding the peripheral region. An opening is defined through the substrate in the opening region. The insulation layer structure is disposed in the display region and the peripheral region on the substrate. The light emitting layer is disposed on the insulation layer structure, and extends in a first direction from the display region into the opening region. A first opening is defined through the light emitting layer in the peripheral region. The optical module is disposed in the opening of the substrate.

Abstract: A video encoding apparatus includes a content activity analyzer circuit and a video encoder circuit. The content activity analyzer circuit applies a content activity analysis process to consecutive frames, to generate content activity analysis results. The consecutive frames are derived from input frames of the video encoding apparatus. The content activity analysis process includes: deriving a first content activity analysis result according to a first frame and a second frame in the consecutive frames, wherein the first content activity analysis result includes a processed frame distinct from the second frame; and deriving a second content activity analysis result according to a third frame included in the consecutive frames and the processed frame. The video encoder circuit performs a video encoding process to generate a bitstream output of the video encoding apparatus, wherein information derived from the content activity analysis results is referenced by the video encoding process.

Abstract: An electronic device includes a light source and an optical sensor. The light source emits a light having a maximum light intensity at a first wavelength A. The optical sensor has a maximum response value at a second wavelength B, and receives a reflected portion of the light that is reflected by an object. The integral value of the light intensity of the light from the wavelength 380 nm to the first wavelength A is I1. The integral value of the light intensity of the light from the first wavelength A to the wavelength 780 nm is I2. The first wavelength A, the second wavelength B, the integral value I1, and the integral value I2 satisfy the following equation: (B?A)*(I2?I1)>0.

Abstract: A method including establishing, at a first wireless audio device, a first communication channel with a second wireless audio device, receiving, at the first wireless audio device, audio data corresponding to a user utterance, determining that the audio data includes a wake word, transmitting at least a portion of the audio data from the first wireless audio device to a mobile device via a second communication channel, receiving an indication to establish a third communication channel with a second wireless audio device, and establishing the third communication channel with the second wireless audio device.