The talk will look at results a number of studies on how security technical products and awareness/training problems are sold and perceived. From studies with security professionals, especially CISOs, we know the need to be seen to innovate, by those employ them, and that security vendors respond with enthusiasm.

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Diffusion models are now the dominant approach for high-fidelity image generation, yet they remain highly vulnerable to privacy attacks, including reconstruction and membership inference attacks (e.g.,