Abstract: Disclosed herein is a system and method for novel neural architecture search using a random graph network backbone to facilitate the creation of an efficient network structure. The method utilizes reinforcement learning algorithms to build a complex relationship between intra-connections (i.e., links between blocks in a random graph network) and extra-connections (i.e., links among blocks across the random graphs network) for discovering an efficient random neural architecture.

Abstract: Disclosed herein is a system and method for evolving a deep neural network model by searching for hidden sub-networks within the model. The model is evolved by adding convolutional layers to the model, then pruning the model to remove redundant filters. The model is exposed to training samples of increasing complexity each time the model is evolved, until a desired level of performance is achieved, at which time, the model is exposed to all available training data.

Abstract: Method of analysis text message syntactically and by content, which entails: step 1; Split syntaxes (made available to subscribers by the network operator) into tokens to store in a Syntax Trie; step 2. Pre-process an incoming text from a subscriber; step 3. Split the text (pre-processed in Step 2) into tokens; step 4. Look up paths that include the tokens (obtained in Step 3) in the Syntax Trie (initialized in Step 1); step 5: Return the look-up result, which is the path in the Syntax Trie that best reflects the user intent.

Abstract: Disclosed herein is a system and method for pooling local features for fine-grained image classification. The deep features learned by the deep network are augmented with low level local landmark features by learning a pooling strategy that pools landmark features from earlier layers of the deep network. These low level landmark features are combined with the deep features and sent to the classifier.

Abstract: An electronic device and a housing structure thereof are provided. The electronic device includes a transparent member; a metallic housing surrounding a boundary of the transparent member, and forming a lateral outer appearance of the electronic device; and a non-metallic absorption member arranged inside the metallic housing. The non-metallic absorption member is arranged to face a side surface of the transparent member. The metallic housing comprises a protection portion arranged adjacent to the boundary of the transparent member. An interlace between the non-metallic absorption member and the protection portion, which faces the transparent member, is disposed inward relative to a first virtual extension line virtually extending along an external surface of the transparent member. An inner surface of the protection portion facing the non-metallic absorption member includes a surface inclined at a preset angle with respect to a front or rear direction of the electronic device.

Abstract: The present application provides a system and method for providing telephony functions for operation during a computer game application execution. In particular, a system and method for performing mobile telephony calling and/or messaging operations in-game during computer game application execution is provided. In the disclosure, a mobile telephony user interface is provided and operated in conjunction with a computer game user interface presenting a game environment to a gamer. Mobile telephony operations are provided by way of the mobile telephony user interface in a manner that at least substantially avoids interrupting gamer perception of ongoing game play and gamer interaction with the game environment.

Abstract: The present application provides a system and method for providing telephony functions for operation during a computer game application execution. In particular, a system and method for performing mobile telephony calling and/or messaging operations in-game during computer game application execution is provided. In the disclosure, a mobile telephony user interface is provided and operated in conjunction with a computer game user interface presenting a game environment to a gamer. Mobile telephony operations are provided by way of the mobile telephony user interface in a manner that at least substantially avoids interrupting gamer perception of ongoing game play and gamer interaction with the game environment.

Abstract: The present application provides a system and method for providing telephony functions for operation during a computer game application execution. In particular, a system and method for performing mobile telephony calling and/or messaging operations in-game during computer game application execution is provided. In the disclosure, a mobile telephony user interface is provided and operated in conjunction with a computer game user interface presenting a game environment to a gamer. Mobile telephony operations are provided by way of the mobile telephony user interface in a manner that at least substantially avoids interrupting gamer perception of ongoing game play and gamer interaction with the game environment.

Abstract: The present application provides a system and method for providing telephony functions for operation during a computer game application execution. In particular, a system and method for performing mobile telephony calling and/or messaging operations in-game during computer game application execution is provided. In the disclosure, a mobile telephony user interface is provided and operated in conjunction with a computer game user interface presenting a game environment to a gamer. Mobile telephony operations are provided by way of the mobile telephony user interface in a manner that at least substantially avoids interrupting gamer perception of ongoing game play and gamer interaction with the game environment.

Abstract: A guard attachable to a forceps is provided. In one embodiment, the guard is releasably securable to one arm of the forceps. In another embodiment, the guard is permanently secured to or integral with one arm of the forceps. In another embodiment, the guard is rotatable with respect to the forceps. A barrier portion of the guard extends between the forceps' arms, or along an outside of the forceps' arms. The barrier prevents tissue from getting between the forceps' arms. A physician can thus use the barrier to displace tissue from a surgical site. The barrier also provides protection to surrounding tissue, preventing suturing needles from pricking the tissue behind the barrier or pricking the physician. The guard may be slidable along at least a portion of the length of the forceps.