Abstract: The method includes: generating an initial super-network structure in a super-network class according to a search space configuration file, and pre-training a super-network in the initial super-network structure by using a data set (S1); sampling a sub-network in the pre-trained super-network by using a controller, and setting corresponding head network and neck network in the sub-network according to a task type to form a sub-task network (S2); training the sub-task network, and updating the initial super-network structure according to a training result to obtain the super-network structure (S3); and verifying the super-network structure based on a plurality of sub-task networks, and optimizing the super-network and the controller by using verification results, and repeating the processes of the controller of sampling, verifying and optimizing until the time of repetitions reaches a threshold, and selecting the super-network structure with an optimal verification result as the search framework of the neural

Abstract: This invention relates to linking, amplifying and sequencing of two ends of long linear DNAs. In particular, this invention provides methods for pairing and sequencing VH and VL genes that encode two parts of one immunoglobulin. The method of the present invention can be applied to rapid antibody discovery and engineering.

Abstract: Disclosed herein are compositions with uniquely designed oligonucleotide primers for identifying a plurality of microorganisms in a sample, and improved methods for detection of microbial populations from diverse biological and environmental samples.

Abstract: This invention relates to linking, amplifying and sequencing of two ends of long linear DNAs. In particular, this invention provides methods for pairing and sequencing VH and VL genes that encode two parts of one immunoglobulin. The method of the present invention can be applied to rapid antibody discovery and engineering.

Abstract: Disclosed herein are compositions with uniquely designed oligonucleotide primers for identifying a plurality of microorganisms in a sample, and improved methods for detection of microbial populations from diverse biological and environmental samples.

Abstract: A liquid container is provided. The liquid container includes a foldable support structure, and a capsule connected to the foldable support structure and configurable for storing a liquid. The foldable support structure includes a first frame and a second frame having substantially the same shape as the first frame and stacked above the first frame. The foldable support structure also includes a foldable supporting mechanism disposed between the first frame and the second frame and connecting the first frame and the second frame. The foldable support structure is moveable between a closed position in which the first and second frames are positioned substantially next to each other, and an open position in which the first and second frames are separated and support the capsule disposed in a space defined therebetween.