We explore methods of producing adversarial examples on deep generative models such as the variational autoencoder (VAE) and the VAE-GAN. Deep learning architectures are known to be vulnerable to adversarial examples, but previous work has focused on the application of adversarial examples to classifi...
Generative AI examples Generative AI encompasses a wide variety of extensively trained models that researchers from Stanford University have named foundation models. Foundation models are large machine learning models trained using self-supervised learning at scale (use cases of machine learning). The diff...
Spatiotemporal models are also used for contour tracking (=-=Baumberg & Hogg, 1996-=-). However, there are few works to model shape variations in different people and views as a generative model with capturing nonlinear shape deformations. The framework to separate the motion from the...A. ...
This is in contrast to unconditional models (also calledgenerative models), used to analyze the joint distribution of inputs and outputs. Regression vs classification There are two classes of conditional models: regression models, in which the output variable is continuous; for example: thelinear re...
NVIDIA Generative AI Examples This repository serves as a starting point for generative AI developers looking to integrate with the NVIDIA software ecosystem to accelerate their generateive AI systems. Whether you are building RAG pipelines, agentic workflows, or finetuning models, this repository will...
Loss of ensemble models(Liu等人,2017)首先提出了通过利用具有不同架构的多个模型的集合来生成对抗性示例的可迁移性。(Gubri等人,2022 b)提出了一种几何方法,通过引入大几何邻域(LGV)来增强黑盒对抗攻击的可迁移性。LGV从传统训练的深度神经网络开始,通过沿着SGD轨迹以高恒定学习率收集权重来构建替代模型。(Gubri...
The cornerstone of generative AI is deep learning, a type of machine learning that imitates the workings of the human brain in processing data and creating patterns for decision-making. Deep learning models use complex architectures known as artificial neural networks. Such networks comprise numerous ...
My idea is that everyone is able to follow every line of the code, and run the experiments within a couple of minutes on almost any laptop or computer. My goal is to encourage people who are new to understand and play with deep generative models. More advanced users, on the other hand...
51 Examples of Artificial Intelligence in Business How to Navigate AI Regulations to Balance Innovation and Compliance What Is an AI Model?
The remainder of this section is devoted to illustrate experimental results in applying generative design in a business environment in order to better understand strengths and weaknesses of this approach. In particular, we focused our attention to two main services provided by Poste Italiane: (i) ...