Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating an output sequence of discrete tokens using a diffusion model. In one aspect, a method includes generating, by using the diffusion model, a final latent representation of the sequence of discrete tokens that includes a determined value for each of a plurality of latent variables; applying a de-embedding matrix to the final latent representation of the output sequence of discrete tokens to generate a de-embedded final latent representation that includes, for each of the plurality of latent variables, a respective numeric score for each discrete token in a vocabulary of multiple discrete tokens; selecting, for each of the plurality of latent variables, a discrete token from among the multiple discrete tokens in the vocabulary that has a highest numeric score; and generating the output sequence of discrete tokens that includes the selected discrete tokens.

Abstract: Embodiments described herein are directed to simultaneously displaying proxy windows for application windows and/or tabs included in such application windows via a graphical user interface of an operating system. For instance, an application programming interface (API) associated with an application that supports a tabbed document interface (TDI) provides information associated with each tab opened within an application window associated with the application. An API of the operating system receives and utilizes such information to generate and display a proxy window for each tab. The proxy windows for the tabs may be displayed alongside proxy windows of application windows for other applications. The proxy windows may be generated and displayed in response to user invocation of various features of the operating system graphical user interface, including, but not limited to, a task switcher feature, a taskbar feature, or a window snap feature.

Abstract: Embodiments described herein are directed to simultaneously displaying proxy windows for application windows and/or tabs included in such application windows via a graphical user interface of an operating system. For instance, an application programming interface (API) associated with an application that supports a tabbed document interface (TDI) provides information associated with each tab opened within an application window associated with the application. An API of the operating system receives and utilizes such information to generate and display a proxy window for each tab. The proxy windows for the tabs may be displayed alongside proxy windows of application windows for other applications. The proxy windows may be generated and displayed in response to user invocation of various features of the operating system graphical user interface, including, but not limited to, a task switcher feature, a taskbar feature, or a window snap feature.

Abstract: The invention relates to a biosensor for the diagnosis of plant diseases, which is suitable for recognising plant diseases, as well as its use in the course of this process, as well as a sensor platform as a component of a biosensor for the diagnosis of plant diseases, whereby the biosensor as an analytical measuring unit consists of the sensor platform according to the invention, which may be modified and on which immobilised biochemical recognition elements are immobilised, whilst in close contact with an appropriate transducer arrangement. The said biochemical recognition elements are structures which are specific for the plant pathogens to be evaluated, and therefore allow individual detection of these plant pathogens to be carried out in the course of the diagnostic process according to the invention.