Abstract: A method includes, for each floating-point layer in a set of floating-point layers: calculating a set of input activations and a set of output activations of the floating-point layer; converting the floating-point layer to a low-bit-width layer; calculating a set of low-bit-width output activations based on the set of input activations; and calculating a per-layer deviation statistic of the low-bit-width layer. The method also includes ordering the set of low-bit-width layers based on the per-layer deviation statistic of each low-bit-width layer.

Abstract: A method includes, for each floating-point layer in a set of floating-point layers: calculating a set of input activations and a set of output activations of the floating-point layer; converting the floating-point layer to a low-bit-width layer; calculating a set of low-bit-width output activations based on the set of input activations; and calculating a per-layer deviation statistic of the low-bit-width layer. The method also includes ordering the set of low-bit-width layers based on the per-layer deviation statistic of each low-bit-width layer.

Abstract: A method includes: accessing a static schedule of a target neural network for execution by a processing device, the target neural network including a set of layers; generating a set of expected performance metrics of the target neural network based on the static schedule, the set of expected performance metrics including a first expected performance metric for a first layer in the set of layers; accessing a set of runtime performance metrics captured during execution of the target neural network by the processing device, the set of runtime performance metrics including a first runtime performance metric for the first layer; and, in response to detecting a difference between the first runtime performance metric and the first expected performance metric exceeding a threshold, serving an alert at a user interface.

Abstract: Techniques for auto-remediating security issues with artificial intelligence. One technique includes obtaining a problem detected within a signal from an emitter associated with a user, inferring a first response, using a global model having a global set of model parameters learned from mappings between problems and responses globally with respect to preferences of all users using a security architecture, inferring a second response, using a local model having a local set of model parameters learned from mappings between problems and responses locally with respect to preferences of the user; evaluating the first response and the second response using criteria, determining a final response for the problem based on the evaluation of the first response and the second response, and selecting a responder from a set of responders based on the final response. The responder is adapted to take one or more actions to respond to the problem.

Abstract: A method includes, for each floating-point layer in a set of floating-point layers: calculating a set of input activations and a set of output activations of the floating-point layer; converting the floating-point layer to a low-bit-width layer; calculating a set of low-bit-width output activations based on the set of input activations; and calculating a per-layer deviation statistic of the low-bit-width layer. The method also includes ordering the set of low-bit-width layers based on the per-layer deviation statistic of each low-bit-width layer.

Abstract: Provided herein are systems and methods of controlling access to a web-based application. Such a system may include an access determination server, an authorization control system, and a first web-based application accessible over a network to a first user device of a first user. The processing device of the access determination server receives application request information from the authorization control system, the application request information including an identifier of the first web-based application and an identifier of the first user, determines an access response based on the application request information and access information feed, transmits the access response to the authorization control system, receives an access result from the authorization control system, the access result being based on a response from a second user device to a notification, and stores the access result in an access information feed system.

Abstract: Provided herein are systems and methods of controlling access to a web-based application. Such a system may include an access determination server, an authorization control system, and a first web-based application accessible over a network to a first user device of a first user. The processing device of the access determination server receives application request information from the authorization control system, the application request information including an identifier of the first web-based application and an identifier of the first user, determines an access response based on the application request information and access information feed, transmits the access response to the authorization control system, receives an access result from the authorization control system, the access result being based on a response from a second user device to a notification, and stores the access result in an access information feed system.