Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for retrieving image search results using embedding neural network models. In one aspect, an image search query is received. A respective pair numeric embedding for each of a plurality of image-landing page pairs is determined. Each pair numeric embedding is a numeric representation in an embedding space. An image search query embedding neural network processes features of the image search query and generates a query numeric embedding. The query numeric embedding is a numeric representation of the image search query in the same embedding space. A subset of the image-landing page pairs having pair numeric embeddings that are closest to the query numeric embedding of the image search query in the embedding space are identified as first candidate image search results.

Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for retrieving image search results using embedding neural network models. In one aspect, an image search query is received. A respective pair numeric embedding for each of a plurality of image-landing page pairs is determined. Each pair numeric embedding is a numeric representation in an embedding space. An image search query embedding neural network processes features of the image search query and generates a query numeric embedding. The query numeric embedding is a numeric representation of the image search query in the same embedding space. A subset of the image-landing page pairs having pair numeric embeddings that are closest to the query numeric embedding of the image search query in the embedding space are identified as first candidate image search results.

Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for retrieving image search results using embedding neural network models. In one aspect, an image search query is received. A respective pair numeric embedding for each of a plurality of image-landing page pairs is determined. Each pair numeric embedding is a numeric representation in an embedding space. An image search query embedding neural network processes features of the image search query and generates a query numeric embedding. The query numeric embedding is a numeric representation of the image search query in the same embedding space. A subset of the image-landing page pairs having pair numeric embeddings that are closest to the query numeric embedding of the image search query in the embedding space are identified as first candidate image search results.

Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for retrieving image search results using embedding neural network models. In one aspect, an image search query is received. A respective pair numeric embedding for each of a plurality of image-landing page pairs is determined. Each pair numeric embedding is a numeric representation in an embedding space. An image search query embedding neural network processes features of the image search query and generates a query numeric embedding. The query numeric embedding is a numeric representation of the image search query in the same embedding space. A subset of the image-landing page pairs having pair numeric embeddings that are closest to the query numeric embedding of the image search query in the embedding space are identified as first candidate image search results.

Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for retrieving image search results using embedding neural network models. In one aspect, an image search query is received. A respective pair numeric embedding for each of a plurality of image-landing page pairs is determined. Each pair numeric embedding is a numeric representation in an embedding space. An image search query embedding neural network processes features of the image search query and generates a query numeric embedding. The query numeric embedding is a numeric representation of the image search query in the same embedding space. A subset of the image-landing page pairs having pair numeric embeddings that are closest to the query numeric embedding of the image search query in the embedding space are identified as first candidate image search results.

Abstract: Methods, systems, and apparatus including computer programs encoded on a computer storage medium, for ranking image search results using machine learning models. In one aspect, a method includes receiving an image search query from a user device; obtaining a plurality of candidate image search results; for each of the candidate image search results: processing (i) features of the image search query and (ii) features of the respective image identified by the candidate image search result using an image search result ranking machine learning model to generate a relevance score that measures a relevance of the candidate image search result to the image search query; ranking the candidate image search results based on the relevance scores; generating an image search results presentation; and providing the image search results for presentation by a user device.

Abstract: The present invention provides cysteine and cystine bioisosteres for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing such bioisosteres and methods of using the bioisosteres for treatment of schizophrenia and drug addiction.

Abstract: The present invention discloses cysteine prodrugs having the general formula: cystine dimmers of the cysteine prodrugs having the general formula: protected cysteine analogs having the general formula: and dimmers of the protected cysteine analogs having the general formula: The invention further encompasses pharmaceutical compositions containing the disclosed prodrugs, dimmers, analogs, and methods of using such compounds for treatment of schizophrenia and drug addiction.

Abstract: The present invention discloses cysteine prodrugs having the general formula: cystine dimers of the cysteine prodrugs having the general formula: protected cysteine analogs having the general formula: and dimers of the protected cysteine analogs having the general formula: The invention further encompasses pharmaceutical compositions containing the disclosed prodrugs, dimers, and analogs, and methods of using such compounds for treatment of schizophrenia and drug addiction.

Abstract: A system, method or computer readable storage device to enable mobile devices in capturing high quality photos by using both the rich context available from mobile devices and crowd-sourced social media on the Web. Considering the flexible and adaptive adoption of photography principles with different content and context composition rules and exposure principles are learned from the community-contributed images. Leveraging a mobile device user's scene context and social context, the proposed socialized mobile photography system is able to suggest optimal view enclosure to achieve appealing composition. Due to the complex scene content and a number of shooting-related contexts to exposure parameters, exposure learning is applied to suggest appropriate camera parameters.

Abstract: The present invention provides cysteine and cystine bioisosteres for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing such bioisosteres and methods of using the bioisosteres for treatment of schizophrenia and drug addiction.

Abstract: The present invention provides cysteine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction.

Abstract: Provided are compounds having the general structure according to Formula (I): Further provided are pharmaceutical compositions comprising these compounds. The invention still further provides methods of treating alcoholism, methods of reducing alcohol intake, methods of treating anhedonia, and methods of treating anxiety using theses compounds or the compositions containing them.

Abstract: The present invention provides cysteine and cystine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction.

Abstract: The present invention provides cysteine and cystine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction. Exemplary prodrugs include the cysteine compound having the formula as well as cystine dimers thereof.

Abstract: The present invention provides cysteine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction.

Abstract: The present invention provides cysteine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction.

Abstract: The present invention provides cysteine and cystine bioisosteres for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing such bioisosteres and methods of using the bioisosteres for treatment of schizophrenia and drug addiction.

Abstract: Provided are compounds having the general structure according to Formula (I): Further provided are pharmaceutical compositions comprising these compounds. The invention still further provides methods of treating alcoholism, methods of reducing alcohol intake, methods of treating anhedonia, and methods of treating anxiety using theses compounds or the compositions containing them.

Abstract: The present invention provides cysteine and cystine prodrugs for the treatment of schizophrenia and drug addiction. The invention further encompasses pharmaceutical compositions containing prodrugs and methods of using the prodrugs and compositions for treatment of schizophrenia and drug addiction.