Abstract: In various examples, systems and methods are disclosed relating to differentially private generative machine learning models. Systems and methods are disclosed for configuring generative models using privacy criteria, such as differential privacy criteria. The systems and methods can generate outputs representing content using machine learning models, such as diffusion models, that are determined in ways that satisfy differential privacy criteria. The machine learning models can be determined by diffusing the same training data to multiple noise levels.

Abstract: A device is provided that includes a counter circuit configured to count cycles of an input clock signal and to generate an output clock signal periodically based on a cycle count of the input clock signal; a multi-phase clock generator configured to generate a plurality of multi-phase clock signals from a system clock signal; a multiplexer circuit coupled to the multi-phase clock generator and configured to provide a multi-phase clock signal selected from the plurality of multi-phase clock signals to the counter circuit as the input clock signal; and a selection circuit configured to provide a selection signal to the multiplexer circuit periodically to switch the multi-phase clock signal provided to the counter circuit from a current multi-phase clock signal to a next multi-phase clock signal selected from the plurality of multi-phase clock signals.

Abstract: The disclosure herein relates to rechargeable batteries and solid electrolytes therefore which include lithium-stuffed garnet oxides, for example, in a thin film, pellet, or monolith format wherein the density of defects at a surface or surfaces of the solid electrolyte is less than the density of defects in the bulk. In certain disclosed embodiments, the solid-state anolyte, electrolyte, and catholyte thin films, separators, and monoliths consist essentially of an oxide that conducts Li+ ions. In some examples, the disclosure herein presents new and useful solid electrolytes for solid-state or partially solid-state batteries. In some examples, the disclosure presents new lithium-stuffed garnet solid electrolytes and rechargeable batteries which include these electrolytes as separators between a cathode and a lithium metal anode.

Abstract: The invention provides anti-LRP6 antibodies and methods of using the same. A particular aspect of the invention provides for bispecific anti-LRP6 antibodies that inhibit signaling by multiple Wnt isoforms.

Abstract: The invention provides anti-LRP6 antibodies and methods of using the same. A particular aspect of the invention provides for bispecific anti-LRP6 antibodies that inhibit signaling by multiple Wnt isoforms.