“At this writing, the only serious ELIZA scripts which exist are some which cause ELIZA to respond roughly as would certain psychotherapists (Rogerians). ELIZA...

Hey there! Have you ever wished your smartphone could do more than just follow basic commands? Last week, I was fumbling with my phone trying to set a reminder while cooking, and it hit me – what if my phone could understand and process more complex requests? That’s exactly what I’m diving into today: how Chat GPT-4o can transform your smartphone into a voice-activated genius. What is Chat GPT-4o? You might be wondering, what exactly is Chat GPT-4o? Simply put, it’s an advanced language model developed by OpenAI. Unlike earlier versions, Chat GPT-4o can understand and generate human-like text based on the prompts it receives. Think of it as having a conversation with someone who can not...

Asymmetric Certified Robustness via Feature-Convex Neural Networks TLDR: We propose the asymmetric certified robustness problem, which requires certified robustness for only one class and reflects real-world adversarial scenarios. This focused setting allows us to introduce feature-convex classifiers, which produce closed-form and deterministic certified radii on the order of milliseconds. Figure 1. Illustration of feature-convex classifiers and their certification for sensitive-class inputs. This architecture composes a Lipschitz-continuous feature map $varphi$ with a learned convex function $g$. Since $g$ is convex, it is globally underapproximated by its tangent plane at $varphi(x)$, yielding certified norm balls in the...