Abstract: Example systems and methods for AI capability assessment include query-based assessment of sequential decision making agents (SDMAs) in stochastic settings with minimal assumptions on SDMA internals.

Abstract: A novel approach for computing efficiently quantum based signal autocorrelations includes example designs associated with quantum circuits for computing the quantum autocorrelation of the signal. Importantly, to compensate for unique challenges associated with quantum signal processing (particularly regarding probabilistic measurements that result from QFT and IQFT operations), normalization and denormalization steps ensure that quantum measurement results are comparable to ranges that would be obtained with classical autocorrelation computation methods. In addition, because probabilistic measurements resulting from QFT and IQFT operations lose important phase information, lost phase information can be restored following measurement using QFT and IQFT.

Abstract: A system for time series analysis using attention models is disclosed. The system may capture dependencies across different variables through input embedding and may map the order of a sample appearance to a randomized lookup table via positional encoding. The system may capture capturing dependencies within a single sequence through a self-attention mechanism and determine a range of dependency to consider for each position being analyzed. The system may obtain an attention weighting to other positions in the sequence through computation of an inner product and utilize the attention weighting to acquire a vector representation for a position and mask the sequence to enable causality. The system may employ a dense interpolation technique for encoding partial temporal ordering to obtain a single vector representation and a linear layer to obtain logits from the single vector representation. The system may use a type dependent final prediction layer.

Abstract: Aspects of the present invention relate to a tray device including a frame having a top surface, a bottom surface, and a thickness, wherein the top surface of the frame has a first recessed region having a sidewall around at least a portion of a perimeter, and a ledge extending laterally from the bottom of the sidewall of the first recessed region, wherein the sidewall defines at least a portion of a first shape, a second recessed region having a sidewall around at least a portion of a perimeter, and a ledge extending laterally from the bottom of the sidewall of the second recessed region, wherein the sidewall defines at least a portion of a second shape, and wherein the depth of the first recessed region is deeper into the thickness of the tray than the depth of the second recessed region.

Abstract: Methods for light-induced electroplating of aluminum are disclosed herein. Exemplary methods may comprise preparing an ionic liquid comprising aluminum chloride (AlCl3) and an organic halide, placing the silicon substrate into the ionic liquid, illuminating the silicon substrate, the illumination passing through the ionic liquid, and depositing aluminum onto the silicon substrate via a light-induced electroplating process, wherein the light-induced electroplating process utilizes an applied current that does not exceed a photo-generated current generated by the illumination.

Abstract: A single-piece hybrid droplet generator and nozzle component for serial crystallography. The single-piece hybrid droplet generator component including an internally-formed droplet-generation channel, an internally-formed sample channel, a nozzle, and a pair of electrode chambers. The droplet-generation channel extends from a first fluid inlet opening to the nozzle. The sample channel extends from a second fluid inlet opening to the droplet-generation channel and joins the droplet-generation channel at a junction. The nozzle is configured to eject a stream of segmented aqueous droplets in a carrier fluid from the droplet-generation channel through a nozzle opening of the single-piece component. The pair of electrode chambers are positioned adjacent to the droplet-generation channel near the junction between the droplet-generation channel and the sample channel.

Abstract: A system and method for determining position of a steerable assembly within tissue of an animal body utilizes an elongated body structure with an implement arranged at a distal end thereof, and a premagnetized material proximate to the distal end. A signal indicative of a length of insertion of the elongated body structure into the tissue is used with a signal indicative of (i) force, strain, shape of a sensor associated with the elongated body structure and/or (ii) directionality of magnetic field applied to the premagnetized material, to determine a three-dimensional (3D) trajectory of the steerable assembly. The 3D trajectory is superimposed on a 3D model of the tissue to determine position of the steerable assembly within the tissue.

Abstract: Provided herein are methods of detecting severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in a sample. The methods include contacting the sample with a plurality of gold nanoparticles (AuNPs) and/or other plasmonic metal nanoparticles (MNPs) that are conjugated with at least two sets of antibodies, or antigen binding portions thereof, that binds to at least first and second epitopes of SARS-CoV-2 proteins, such as receptor-binding domain (RBDs) under conditions sufficient for the antibodies, or the antigen binding portions thereof, to bind to the first and second epitopes of the SARS-CoV-2 proteins in the sample to produce bound SARS-CoV-2 proteins. The methods also include detecting the SARS-CoV-2 proteins when aggregations of the bound SARS-CoV-2 proteins form with one another. Related compositions, reaction mixtures, devices, kits, and systems are also provided.

Abstract: A walking rover system with a rover, a base station, and a tether extending between the rover and the base station. The rover has a rover body, a plurality of mobilizing legs, and a plurality of stabilizing legs. The stabilizing legs have one degree of freedom and the mobilizing legs have three degrees of freedom. The mobilizing legs and the stabilizing legs may alternate around the rover body such that each of the mobilizing legs is separated from adjacent mobilizing legs by a stabilizing leg and each of the stabilizing legs is separated from adjacent stabilizing legs by a mobilizing leg. The tether is configured to transmit electricity from the base station to the rover, transmit data gathered by the rover back to the base station, and support a weight of the rover and act as a mechanical rappel line between the base station and the rover.

Abstract: Octaaminonaphthalene and a method of synthesizing octaaminonaphthalene are described. A two-dimensional coordination polymer and a method of synthesizing the two-dimensional coordination polymer are described. The two-dimensional coordination polymer includes ligands including anchorage sites, and metal linkers, each metal linker including a metal and an organic moiety. Each metal linker is coupled to two ligands via the anchorage sites. Synthesizing the two-dimensional coordination polymer includes contacting a first liquid precursor with a second liquid precursor at an interface, reacting the metal linker and the water-soluble ligand to yield a two-dimensional coordination polymer at the interface, and removing the two-dimensional coordination polymer from the interface.

Abstract: A system and method for training the machine learning models of the multiple-input multiple-output (MIMO) communication systems. The system and method cluster the training data based on the device position. Then, separate models are trained based on the data for each position. The system and method can be applied to the design of machine learning-based beamforming, precoding, channel compression, channel estimation, and codebook design among other applications. The system uses the implicit or explicit user position information to select the right zone-specific model and its parameters.

Abstract: Described herein are means for the generation of semantic genesis models through self-supervised learning in the absence of manual labeling, in which the trained semantic genesis models are then utilized for the processing of medical imaging.

Abstract: The present disclosure provides devices, systems, and methods related to bioelectronic devices. In particular, the present disclosure provides bioelectronic devices, and methods of making bioelectronic devices, comprising adjustable adaptor polypeptides with repeatable motifs and enhanced conductive properties. The bioelectronic devices and methods of the present disclosure are useful for a variety of applications, including the direct measurement of protein activity (e.g., when sequencing a biopolymer).

Abstract: A precise cardiac data reconstruction method is provided, which may also be referred to herein as radar cardiography (RCG). RCG can reconstruct cardiac data, such as heart rate and/or electrocardiogram (ECG)-like heartbeat waveform signals wirelessly by using advanced radar signal processing techniques. For example, heartbeat and related characteristics can be monitored by isolating cardiovascular activity from strong respiratory interference in spatial spaces: azimuth and elevation. This results in significant improvements to pulse signal-to-noise-ratio (SNR) compared to conventional approaches, facilitating heart-rate variability (HRV) analysis.

Abstract: The present disclosure relates to synthetic liver organoids and methods of using such synthetic liver organoids for various applications including drug discovery and modeling human liver development. In particular, provided herein are methods of producing and using synthetic mature liver organoids comprising mature, functional cells found in the human liver.

Abstract: Processing circuitry of a learning platform may be configured to maintain a graph database describing student learners. Processing circuitry may obtain new student learner data and load the data into the graph database. Processing circuitry may receive an engagement or interaction from the new student learner and responsively extract new learnings about the new student learner which are loaded into the graph database. Processing circuitry may receive an inquiry from the new student learner and in response, extract the new student learner data and the new learnings from the graph database and contextualize, using a large language model, a learning unit from the educational content provided by the learning platform as a response to the inquiry using the new student learner data and the new learnings. Processing circuitry may further return the learning unit contextualized by the large language model to the new student learner.

Abstract: Methods and formulations for use of phase change materials (PCMs) as coatings or integrated with building materials are disclosed. A formulation comprises an amount of phase change material, for example a mass fraction of about 0.01 to about 0.50. The PCM materials may be applied as a surface treatment such as paint, for example in order to provide improved thermal regulation to a building or a portion thereof.

Abstract: A material for separating and pumping oxygen is disclosed. The material is a zeolite doped with a chemical element having an electron density of between 30 kJ/mol and 150 kJ/mol. The material is configured for controllable oxygen desorption between 150° C. and 300° C. and pumping the released oxygen into an area having an ambient pressure of less than 100 pascals.

Abstract: Modified ribosomes that were selected using a dipeptidyl-puromycin aminonucleoside are used to mediate site-specific incorporation of one or more peptides and peptidomimetics into protein in a cell free translation system. In addition, new fluorescent dipeptidomimetics have been synthesized and incorporated into proteins, as well as modified proteins containing one or more non-naturally occurring dipeptides.

Abstract: Systems and methods for providing orientation data to a user during a medical procedure performed on a subject are provided. The system can include a medical device, an electrical component and a display device. The medical device is configured to engage a portion the subject and includes a handle. The electrical component is disposed within the handle and is configured to generate data related to an orientation of the medical device during the medical procedure. The display device is physically separate from the medical device and in communication the electrical component. The display device also includes a processor configured to receive and process the data related to the orientation of the medical device, and display information related to the orientation of the medical device to the user based on the data.