Abstract: A method of performing automatic tuning on a deep learning model includes: utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling; utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling; performing an auto-tuning process to obtain a plurality of optimal configurations based on the first type of operational performance metrics and the second type of operational performance metrics; and configure the deep learning model according to one of the plurality of optimal configurations.

Abstract: Disclosed herein are methods for treating a mammal harboring a solid tumor which expresses higher levels of High Affinity Laminin Receptors (LAMR) than normal cells of the same lineage comprising systematically administering to a mammal in need of such treatment a therapeutically effective amount of a Replication Competent (RC) Sindbis virus vector, wherein said vector encodes a suicide gene.

Abstract: A method for treating malignant tumors with Sindbis viral based vectors in combination with antitumor agents and pharmaceutical formulations for use in such treatment.

Abstract: Disclosed herein are methods for treating a mammal harboring a solid tumor which expresses higher levels of High Affinity Laminin Receptors (LAMR) than normal cells of the same lineage comprising systematically administering to a mammal in need of such treatment a therapeutically effective amount of a Replication Competent (RC) Sindbis virus vector, wherein said vector encodes a suicide gene.

Abstract: A method for treating malignant tumors with Sindbis viral based vectors in combination with antitumor agents and pharmaceutical formulations for use in such treatment.

Abstract: Disclosed herein are methods for identifying cancer cells and monitoring anti-cancer therapy in the body of a mammal by systemically delivering Sindbis viral vectors. The vector can specifically target and identify tumor cells in mice growing subcutaneously, intraperitoneally, intrapancreatically, or in the lungs. These findings demonstrate the remarkable specificity of the Sindbis vector system that is relatively safe and can specifically target tumor cells throughout the body via the bloodstream.

Abstract: Disclosed herein are methods for treating a mammal harboring a solid tumor which expresses higher levels of High Affinity Laminin Receptors (LAMR) than normal cells of the same lineage comprising systematically administering to a mammal in need of such treatment a therapeutically effective amount of a Replication Competent (RC) Sindbis virus vector, wherein said vector encodes a suicide gene.

Abstract: Disclosed herein are methods for identifying cancer cells and monitoring anti-cancer therapy in the body of a mammal by systemically delivering Sindbis viral vectors. The vector can specifically target and identify tumor cells in mice growing subcutaneously, intraperitoneally, intrapancreatically, or in the lungs. These findings demonstrate the remarkable specificity of the Sindbis vector system that is relatively safe and can specifically target tumor cells throughout the body via the bloodstream.