Abstract: Systems and methods for a machine-learning driven fine-grained file access control approach are provided. According to one embodiment, a server associated with an enterprise network can obtain and store information regarding historical user behavior of users of the enterprise network by observing file access requests initiated by the users. The server receives a file access request initiated by a user, which relates to a file stored within the enterprise network in encrypted form. In response to receipt of the file access request, the server determines a risk score for the user based on multiple factors, including information regarding historical user behavior, the file access request and observed data determined based on the file access request so that based on the risk score, access to the file is permitted by returning a decryption key for the file or denied by withholding the decryption key.

Abstract: Systems and methods for a machine-learning driven fine-grained file access control approach are provided. According to one embodiment, a server associated with an enterprise network can obtain and store information regarding historical user behavior of users of the enterprise network by observing file access requests initiated by the users. The server receives a file access request initiated by a user, which relates to a file stored within the enterprise network in encrypted form. In response to receipt of the file access request, the server determines a risk score for the user based on multiple factors, including information regarding historical user behavior, the file access request and observed data determined based on the file access request so that based on the risk score, access to the file is permitted by returning a decryption key for the file or denied by withholding the decryption key.

Abstract: An optical assembly includes a first reflector having a reflective surface with a first lateral extent, and a second reflector having a reflective surface with a smaller, second lateral extent. The second reflector is disposed such that the second reflective surface opposes the first reflective surface with a space therebetween. A light emitter couples with the first reflector such that the light emitter emits light along a central axis, away from the first reflector and toward the second reflector. A translucent diffuser substantially spans the space between the first and second reflectors. A majority of the light emitted by the light emitter reflects from the first and second reflectors, and impinges on and passes through the diffuser. A luminaire that includes the optical assembly also includes an outer shell having a form that is analogous to a shape of the diffuser of the optical assembly.

Abstract: An optical assembly includes a first reflector having a reflective surface with a first lateral extent, and a second reflector having a reflective surface with a smaller, second lateral extent. The second reflector is disposed such that the second reflective surface opposes the first reflective surface with a space therebetween. A light emitter couples with the first reflector such that the light emitter emits light along a central axis, away from the first reflector and toward the second reflector. A translucent diffuser substantially spans the space between the first and second reflectors. A majority of the light emitted by the light emitter reflects from the first and second reflectors, and impinges on and passes through the diffuser. A luminaire that includes the optical assembly also includes an outer shell having a form that is analogous to a shape of the diffuser of the optical assembly.