Abstract: A method and system are provided. The method includes topologically sorting layers of a neural network, selecting a quantization process that utilizes a quantization of a previous layer, and determining, with the selected quantization process, a quantization mode of one layer in the neural network based on the quantization of a previous layer.

Abstract: A data storage and retrieval system employs online supervised hashing for indexing a data set and retrieving data items therefrom. A hash-based mapping is used to generate hash codes for indexing content items. Data items may be retrieved based on either/both a query label (using corresponding codewords) and the content item itself (using the hash codes). The hash-based mapping is updated using an objective function of distance between the hash codes and respective codewords for labels of labelled content items, preserving semantic similarities of content items. The codewords may be error-correcting codes. Techniques for efficiently updating the index include (1) cycle-based updating and ternary codewords, and (2) reservoir sample-based method of determining when to trigger an update.

Abstract: A data storage and retrieval system employs online supervised hashing for indexing a data set and retrieving data items therefrom. A hash-based mapping is used to generate hash codes for indexing content items. Data items may be retrieved based on either/both a query label (using corresponding codewords) and the content item itself (using the hash codes). The hash-based mapping is updated using an objective function of distance between the hash codes and respective codewords for labels of labelled content items, preserving semantic similarities of content items. The codewords may be error-correcting codes. Techniques for efficiently updating the index include (1) cycle-based updating and ternary codewords, and (2) reservoir sample-based method of determining when to trigger an update.

Abstract: A topical pharmaceutical gel includes flurbiprofen or a pharmaceutically acceptable salt of flurbiprofen, thiocolchicoside or a pharmaceutically acceptable salt of thiocolchicoside, and menthol. Pharmaceutical combinations of flurbiprofen, thiocolchicoside, and menthol in the form of topical gels with anti-inflammatory, analgesic, and myorelaxant activities are described.

Abstract: A topical pharmaceutical gel includes flurbiprofen or a pharmaceutically acceptable salt of flurbiprofen, thiocolchicoside or a pharmaceutically acceptable salt of thiocolchicoside, and menthol. Pharmaceutical combinations of flurbiprofen, thiocolchicoside, and menthol in the form of topical gels with anti-inflammatory, analgesic, and myorelaxant activities are described.

Abstract: A topical pharmaceutical formulation made up of nimesulide or a pharmaceutically acceptable derivative of nimesulide, together with thiocolchicoside or a pharmaceutically acceptable derivative of thiocolchicoside. The present invention more particularly relates to pharmaceutical combinations of nimesulide and thiocolchicoside, in the form of topical gels, ointments, cream, sprays, or lotions with anti-inflammatory, analgesic, and myorelaxant activities.